{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-05T03:18:58.274447Z",
     "start_time": "2020-03-05T03:18:58.216601Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=1132x263 at 0x21CB191EA90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[     0      0      0      0      0      0      0      0      0      0\n",
      "      0      0      0      0      0      0      0      0  18105  44115\n",
      "  91800 101745  88230  99960  94605  74970  67575  93330 109140  78795\n",
      "  97155  86190  82365  83640  72930  66810  77010  65790  65025  99450\n",
      " 114495  57885   3570      0      0      0      0      0      0      0\n",
      "      0      0      0      0      0      0      0      0  17595  38250\n",
      "  50235  64005  81600  89250  56100  79050 110160 104040  88995  76755\n",
      "  85935  98430  89760  77520  77775  81855  82620  91800  87465  71400\n",
      "  85170  45900   3315   2550   2040      0      0      0      0      0\n",
      "      0      0      0      0      0      0      0      0  12240  44880\n",
      "  68595  57885  62730  72420  71655  96900 106845  86190  91545  99450\n",
      "  97665  93585  91545  77775  74970  84915  84150  93585  85425  55080\n",
      "  83130  49980   3315      0      0      0      0      0      0      0\n",
      "      0      0      0      0      0      0      0      0  15555  46665\n",
      "  59925  68850  82110  67065  59160  94605 110670 103785 102000  81090\n",
      "  86445 101235 107100  82110  83130  77265  81855  95625  79560  55080\n",
      "  80325  52785   2550      0      0      0      0      0      0      0\n",
      "      0      0      0      0      0      0      0      0  18360  42075\n",
      "  77520  97920 104805  84915  65280  80070  92565  97665  99960  79560\n",
      "  91290 105060  99450  78030  70380  71400  70635  72420  75480  79560\n",
      " 105060  61965   1020      0      0      0      0      0      0      0\n",
      "      0      0      0      0      0      0      0      0   7905  32895\n",
      "  80325  80580  42585  45645  47940  44370  47940  44880  57630  59415\n",
      "  62475  48195  44625  48705  44115  40290  41820  50745  45390  51255\n",
      "  57885  31875   1020      0      0      0      0      0      0      0\n",
      "      0      0      0      0      0      0      0      0      0      0\n",
      "      0      0      0]\n",
      "18 42\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1132x24 at 0x21CB11DD6A0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "58 82\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1132x24 at 0x21CB11DD2E8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "98 122\n"
     ]
    },
    {
     "data": {
      "image/png": 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eAA4AqHx/0LX18YvHDchdn/yuB1/zqA6VHuisA70IdzyMxP81bGaf/KpB36oHnowIk6IwD2DFiw4goTIociJEW5NcwC9z9YAe4rvPMiAeO3TPMPl0QT923C0hSgAsNpeW8rElx6NZwCEAP0vrDWL/C0f5k9YzW1ii/JT3ZBtbsgggeaDkBVdmq/5thyHiWCVGAMcG+cQl5SIkLi4SPe5wmxQC8kSQgGZVLpApuT4jHcics2KrJe1Nn3DJf2YLyxQdEH+SqFR953k5YOu4jPMjOsXYaD9ZOjCXjVaK+oEVxR0Niy0p6vNiWa5YJBctYjk5MReipFnymKi42RE7b0A45NQBpFItA1pOFY7LkC1Lh3hSE4Ain6zIV8xbdUTSZhDwd/ll1ODMuXFUVmXv9JJd9RJSfrYfwrGjdUoQdzkO4Sf8M0A1C9QmreWQS+t2kIVTL+HY+kLm1WWs4H7babTD0KkZR3jnul9jvLk0Jwx9K++seJKC0HBYHaHkhhzi8uEG58YnV2usDfYgE2WsEyFxk+4MQP+YuWaBY5n1w0Rcby+wYolddcVy4OM6UMORt6IBvOLRDO2p+C4uAqCv7cYnVgDGBWCfO55IRZVx/7DrYwg40eUBBIqZN6qfxH6YQwAwYLsEp6YKMbo81Sz85cxeJhMAKQC2d1xK4PBHNcgc9qNLxMNJzPspgrsBvc4inLc2lDDq/ScjSvFoSBRViPIFEv1K5BDOxESNpnLo/BAgHkAagFnwE6mfLERWTWjVm3LAbt4bd/vICTS8ZtAvvVxW6zyeXiYvPxLdTLTJS26JlhBwZ0HaOwQK7nVR/kq9ATgPtamzfPPUBkyfStXnqJif9CEA5H0/H1uJmZYBgMxIi23JAEf2qpd+OaBvtcjZKtmalhDQ5OQA318Oa+5Txg8Y672NFepG6ooV6RkATFkzsMMEwHyel7vtyzapkTEPGHFT1yoRCRGXwHyeTxTF8BOmBHdLiKo/F0S7WbdfKTHyimBIKNj/13C/kt10ZGmj37unquUrB7Xh7RUvnU1rrWqwaaL1lCzw9dcGYIRwi5Q9rgZC3Jmp2Ltj7baJoAI0RQ2xQlTEB49v1dc8AnbziE9wrEo12torQswqATDmdn4zeZrMnwJtygzAtEMOmADwgH1PtzrLnSTdgnhF2eecv0MrsikkgPRR56uYCzHu4xLFRMXNjtj0Bx/guA8AkUYCijxZdMRXQoxObhMMgQkFj9iWAXFc9geAct0fj2+yzpwbxxHxyKp5WHUkGARJBCO6E/s5H+BWLB7WTfJAR7Mbt/3KOZDFS/BoO+fHFbdiBuTLtZHpFm7D1e51dZ3FNZ+MxLLCArZQHW2FjwjVmkdJMkfjuhR0vuWgbnTWvKi1+eW40vEpD/HpEb9qsaXkRslg+CDcbs7V1YlrvgxAkSNTFeRSOSMCcAjo7BM4V6e/xw0Ehse2WB3JRTuFEG6j85zP3XU20O8FUJDFKPNYWf4iTIt/Ao05eCGETndUh7Mz1MWq6AZi7hNRnkeU41NEhhcbiB7qEntpEOg8z3NuN9/nAsDOzviPRxVsoUriOxFJBSkmWHP3B11vn+X7nAygKpIrC7WS7LQEsG6JwnxIfvZdh6bQADCiMTmi0+WvAIDHH8i448VBARl5yWzUIx8EaHq9kxHcDTYN+YjB08pziT0AY6G9J14hQWBjs8+9s5SC8N5htcRzr6GIAd5zbnzySa39+E5eXn5YMi/RbtIsCRQq+A4HSQQSKTsDAnDlcm4WyDnzJF3JZxGYFd9n29wVwifDjNofz8GwxR+d4CEuRBY8eRsJxIQ9sQdHBEzm8ICdfUB7k6YEZNaykbdInYcbC7YvgmbtRkpwt2xWKLYcmUAsmehXsm4xiJyVSZqNpE718gAiWrZhRWRUBC8fhKPD7XV3IuiXz4JmsTqaVriuhAbO2QFo8ykia5Rt1n0F/nM2AtA+Jbd9kZmEeErG5jjHAw71JgrTCySjTXF3i0iRdEhIt1dA2x+c/i5XBgKqfJn6qWWgUlWyiArfmwjiq14AbV54Gm2Ip4d19wc7T50Vqb06i1m0UkXOGWHAHJ8Eg14HAWiL5JKtIZLKTED+rLLjzYHkMxgE9Ps4/mS5Nge6144n8eBQZ2LgjQOWJfzCne5mvlj1ckNEepdPh2nHCN9/1h/ynrTIgREJAWCmgwul+V4/qwV0W55B+vC7OK/BecizjPUp10sDI3lg9x537o2mqcoXF7z5NwTHUrUPJbMQsukw7tHNeLNb9lQNgLZ+CI1NpiwwRVrRctDR6JZN8yvLR6ay+3wIV04oSgAyF4BuAYMFOgDmkJdx23VPF4youa8Bo0PEJUgSCj55SHaQeDH62BVuk852b2dHG4L+2BP8HwThuwDPd2E6e98TNN30+41NrzVF/oW/6hwMh+nn2tqeo8PhQbHxUDhcbPXQdHZ2dvYSmr760fYx+6df9dA0HfbWx/5U7w3TNO15lU50b5lzkKbpQWfZUDgcSBnh8JB4Y+xDPd+G6cX1xTQ95GuKXBRf8921dCBwOba3y4EAvfbdepoOhz2d34bp7F3ZNN37+upweChyr/irJxym6Xrxc4mvJg6gzDlYRtPhb9rEryE2lg4s6t7oUcVeiXt79NeOPGtMJPr+nX8N09nbaZqOflb3N0Mbd78b+GhXot46A+HH6O31zy8JD3aLV8RZmCQGnWVib73hML2gaTVNh796N/LQJ17rpWm6aQEdDvdKxtM9FKaz99E0HXBVRi6+6x+i8yolj1idHWc90DR91Vm20XmVprPFZmFvvbiYEw0ycmNkzCKGwuHKE5dp+jHJXdGftzMQpvN2xfZcmUeH+bOxY5M8IhZJWu77OEBnF8c+a/viUc9KffC7OgOxDWiaPvv8Y+Hw1eSLIbL8xAbRCz7JlNE0vTqbDnzeFN1S3EQ0TQ9561e/3huZuLhfUoS4qCJbJtJDItTT9GDYQz/XFneXibdHvozn23Dg47PiN6R3dz9B0+GoZbbLeTXw8b7YiRuTKk4VLgfCjz3/Lk3Tj9H01fcrEzXb/tFVml5C03T909mRrR0XT7zem52A1IvY9fEQTdOeV7NTH6RIsXftzqbp7dtpOnv3rndX05FFlQhLXu8V50scjIQqdg+Fixfv632jUqThSRAIDEUOgqFAIBwOD4XDj73qkUxl+M7qTfTukc04SYhLq+2bME2Xxe4UkTpdvVBPr373CZoeijcYcYnuounwUHei1S5Z23HJxfbFdJjvFBtcDYezDW00TUum5uqdt/bsfyIcHkpOPKMh7krJR57A7k6ddETT/MiCj6A4O/7HjAtxdhLNndgmEA4X7++WvAJN0507lkQ+oLjyaZru3p0dvVA934bpBftomr56qmzMGbz6Xfix59tomt6YTYf5FLmCIXG6ty+mAxfj3NL0eYDOXi0+pc15dMg/0mb121dj10/952Gazo5L0LZ/FBAH3GsdB02Ii3ExGynySIFwOHtbJx21RGP5tEA4TD9/NpumhzgpMY9lxsS1cXQL3c11x/1Hbzkay+Al2u+RRRtLduLeElkt0e0jx24nf5VevD36K2XTtMdaPCaR/HHhrlii5NOgeHYRPvHZDzkz83kgbeBb8D1c3Iz7BDD/URkHuQzuI04jOZ7qbJPBZFKoS8K0GECgULqnE+gEoAJUDhOiQobE9ut+7RLdaUSfRvFeZTqaz5jKVwYX7nQc54sjpaL+wXDwDz4IdslF3w3C2WgvGPCpF6yL62XU/XmIh53wAdSwU03ydBceoPTBxuObrLkbEraB6MULAPAPAH2e+VnA7BFTgLZQXrVH0dbH6fo4ZI3SsYlBEQYKpHJYm+IcQFVxJQRn3bPsoudeRobMH8Cu18+636wyrzbXdMokltiOa+Bet5lWyeT/afIFM/CLoZbFMjzSIqZeVAAVNgOmz0eUH1EsQkBpo4/bU0pBqFilUD23Lo3KvQm4OT74pj3SLHALTP+Abo1SuVpzX+Z8AG1Xblav3e/od6peq558pZ0IrD0hq2Y14DUtZgoNL92XOX8IcHkGq1+12XscgaXlDWcaxBDh1Ac/EBxSzuY1a7XzF2iQwdwE9rf6nS+VVZ/k5xcOp20Q/bW6b8Cqqwe4lt9rMEcNQJbU5BKZMl0epXl+60x5AZDWeeWm2epwn7OuVplPvR+KTdJoPsWHPig984paVqi9iftsHX77C7sc/d7YLykDkC939SHo85Cz1Cxw8aIO0ALwA0ufduAT85/3q2YuGXb9JYAAyESeyRKw6UC+CsAggD5eAeBOni7vLdjeOO3ssR7f6Yu18NwD2D4Jmp+vRL9LQeGIbYSSi0kL5PBFEg/ULGAY19tm7UbLObfj4RU1O1TKVS/F1fovy5ObIec+OqrI0cW6DIkZ7ShA/kgy84jkll3NXlWPZdHrDbbGgZnA1tWLqhR+RetuZnnC0mfcLXhfa0vSbeeFENdjJVcrk0eueoGlD9oinm+itxIB6i+bWaHkImaNL35PMSsD+cnSI3GXBDFYSDGXAhXf7C/JgRQXoQCUv0575lcyIkebqM19AIi0iJ/2itN+vFNtyMf8Tc1ARgZGXI9EckHBe2CbMrfEhLSZHmGocs8J+zkLs6FU9/6HgJwBTFVqfatrv9u16NxImhbbuSDazYYssBv2AkTqxFMM6NIq46eUSHF3T4x02C7AfUx/fMfM3Kf+PJQ284Rn0FJp5gS3/WWL7n1lKoG4iuloOVURgLb8UDe6rDWrICtqwfCRKQMQAlYf9HoPrlBSMB0wzsxdOYQ08UGlb7o/ZPTy8jMA2HQYXtJZ1Wctjb4zanvE+rrrXR/6rA2LwSx/6b6kMxhxClVTiKbqyWHIIWacOl71dLW9x+Eq0G8td2g2GEVDXBAwn/Q7XljTsHxI/6sGz0G9a1c9IwjHXuFkJTWua4S7bj9ETuvaAGYNdzgoBAEhc3acitsMTQIsBS8zd7L1uEVEjpUkEL9VKr01fhISjllMWaCKhrNY8dcA9Ea3cfQBJ5u2jhVi4OsR5DkQV0H1O8A7467cM/Q9gsFAdL7oAIDvhxDP/pbU2BYHnu9h32Az0W71q8fTqFxxjwvnLLv2cWeU9jEt/z8i3BUhigBa1svLM2vmu39jcLwMsHH9XwH4g6h+xck1m7U5grG2mZw7vuyufy/EDdPyC8N/xoZgie0TlaZVZeL4ibrSDUTpm/Y/y6oy1sT34/87wgOsMNRjWrKCkiLExB4SiOnvlBTcc5XoGgmSLsyCOV/raq9SX+PiZlVy9vgAKNQjGXUjUYzBEBAaO54tGuTPgPRRnOXlawBc8nxEOxYqZgNKtc/N+bra5FFbPQRY3R5AWPScHIQCw5G1DgjOM5vl7JbhwFmWRMNuzW+ENHu7XnPSIl8/Sohqet1z5Onhshgi+6MAMEchpl7MABTsA4l8kCKw94Hbs52C8F69mlk+7C5FAtpCOQrrIs1k6fjLf1UgKgucNofk6w/YNFznMUH5ogfkFBR7ERM0Ad4zW1h289uRgFqtkpz3aN3SlYyzx6J5y6zYoRK/T4qDr5ClyT/+S8T3gwQOPMty3zQIjSs8brtygREgRX8t4RrEXCQKOTNmzY3IlDUsp6LTJalzSNZufLLiAW+rvu1VS2yNSP6Yo+XjGszRioOpKWH52w3urb+J/ZIEoJqb6QL4fo/46SMuapf7gU86AWSkg5ycj9ZACOjyy/IBYthbjE3HmXcMZWuxcKel+eJC1SvvJQl/Sj0iNDlEJx8/WJGMA4IhjzIePhDJ0oY7SQsywEUnHtA9ROZ2Hte/aOPbzaV7XLLXXaan1Ur9VkmszjCJOFmleI6L9Qz3hCAc6jRQ40jbdfCTkLd2+4c72dAsNWAFsGw2HNuM1RULj+c6ElU9trzrowRbwRqt45g99tcgYDvdKQM6/GlojJ8NWXRumQFSdLcWfa3FjBEr3vThXBx/ab8AJMifJIa3texURpefigYnoHqXDUITAxx7RSMrMU1GqJb9K47vUAdvq8vf9Km+0KvrjyXS9I34aX+SBuABEoq83Oh1GCEX79WrIlKrkiSPHDYsVf/N3GPVdNjJwjoA6ky07X/JvdUVSdPivQV7baMcwuY9BjGlimIOmQrxDALW1k5AWPQ7TdyRp7K7J0w6XMdcHx/XkUqT2LlBSd6sP2LTPNbWI8Tq6eKCIkDlyQUAbwkA5tFgR+cWtnSFvLVlKqD5jmAjPuhvtiNW9VL7Tm/dUy5MVwHY/AhxYr3J27jCaTWrbWqAcg7Au7NeBah3NABMkhkMAZbXfcJ5qzYHNa8dR+Y4jg/NHCK3o27NTpY/WXXdy4l8Oyeg6iUb324+/iyr3N2gP3g9F9h6yrTmtaHHX6hq9l2+suQAJfDqTTrbISf/ZS+TM9ybp58HEB2dGIEuC5rLZ4jvg1OVLy6VY0X8VmPgNjAN6x8hQocbNGRHhKUZCgEICF8BEAAqBJzt8gIDidYqAJcvsHuntbDdIv+yRZya45uQSHH84GseHCqN+1NVB6o6Ho9/V6lVJI8Thr0Dx9e7lDs+FimPkiQbDhtWzL/pFWy+86M4qx877lp2vmmIFnBjEQQOnvbbdlVTAtdcrphpeO/Bp08b/rfceKYF6ZOqPjYuOK9Bn1ueKDIqbr4sjA7TEns4s8XFbv7aByx82Jr5iAXITFG1LEKZiZa3anCSka3RxCbEyZiO5B9TxIg/+p0/gU+jcz/cBPBVbyekVz4FbI1twHAajNTrW6cCHtj/qhNwb35Z5e5QRWeaYgDFYoWrC8IFF1Uk/cg+QHB55IA8P074U2WH4NoYPz1G6SHg0IOx12Mj5a58IwDImCmP1sUygOZ3ixzuKs7pk6/3RYgdFwQaXdHjOd0DuPdrAHZthaQH7fICezskPQBYCYFd3zCZRItBwPy2G/CaFoNZHj+WVIScBEjpCT0/m7BB5YK95isfHpoCIcp+ToBg01Fgy40SRo1Nh2aD1lFmcTUKCgMHUjmOwWeRkt4IQPXoPHsjfB9A+Xt+YqkUxSlTAurnpfw6A6x7Tm1ubbK7fZq+DomqbN0mCnNGcdjL8hk3VHa4aq74JLVH5zAMgMCgL1K6GkAI2H+CEzUvASBDEAhq4lFKYvVJJgvRBQZYEi12w5rtM+T5XKwERfxs5ErqEaHJoQLmLWlYuN6DHjMFNGxTKtYfSDHijp2OD226g6eVtl3VfoHLgB/TpMUSGECzZpG9rErXcZRZJV2uTad5wBZRaowJ5wCsukpTjk9e/qH3zkUCePlZ+dL3DdZNVYYTD8QmPHRdg/e1pjolrqt1iCdEiZpjP2BudCX6pGLWYwakbr0SUHoB+56QSAy5YChJdvu4+ZM0iflD3w3UH3O5ancDvGkxo9vdAmpqzlNiGjzfBFyt/iTJ1saESC5MWdJ6Emw65MWLfH1WT5dDWTgs8hlXMe4TJkuPuaj1ILPquGgw2btZTjyyeVwPPdsPnHREexBIkMrunjDp2KoEqdRGX1mUT9iw0ger4PdQk+YmxawkgFCxQy4xDS16hLBmLXP0+UxejlygAkAABzYoSv+gNbfbVV1NoXyT+TU34HqpXjWmWYkAGjbJuWnNmjWyXzYHx5UO7rPDKllR819e0TiXF6gz/SDZ8nf8rq1rGPB/fkUjK6kBCOA6AFk6PnxFU3b/A037yt5e3sEeeTmkkNkOhQYu2RmEAEIAfD5eDeBXc+I+i0zHvbfDJwd3C/al5gOvMORDWlPRqGhwPx8CuM4+6Pp7MVtOAGfWs8FVn5FkPA3X0JALcGmrGSB3vRLIVM+C+uuEJnQAX29TYps0QQCTDtMOJZAruX4TsDp70ec0rVGCGaWZEpN5SEomJIESUK7eGj0RinTgd4tw0Ob3+OTlwr1JcXQPcHeL7SaB+Zzg2Fiums0fcJpuPqJ7ssJJ9Vg0h9X3UoKKgJ2N2HrPHD+Efm/c9onQ2w8I3bJc+QTWh2I6kCA0MGMmUiEK1wHzHp8kS1Js7gcnpFfco/PqRjJeRK7kAs3WiuQlOETEmhyDgHBRMOUgs6gCHdJEtGoFw0HR+QeXpoiXiG29/UBf57IsICv+klABkaSiySG6+cVqVvjrAgBqhlRcVD5KOqBp6nPoetzIGWbWxep40Q4hZ70+QFCtgehDEo2Z/0oCGOwDQoFoZuM/focUGb5E6A0Bx7oBqFbpUl9mwRBuhoIDPr5zgAd4AcD3kxnFnW4B1wUfgIKngHQpRQagUpAOaO2w11z6FI8oJzj4YIgPhPiBXt7NA2KOBmmyzRQxPGX5wOw4s6DIArKW+fp8/EUPM5q5mceqJFwjkwlgXlym+efTAEAYABCIvKaYmYCiKEEQKt/gsXHh246VcTN9J0K0lqSbB+DrHJD5Gu2SZpr70XHtgWiTiBh5f/YKxTXaAJDAA0tz4x6i4wUJyEnG8JIqVHt28+5nyLnjCxomAVORTKNscb/pYtekxeXLNUrSkWW01VlqCt3RxijuFtz77BpAXpJSeTfvLeg3WJWCU+esk0jgSQolAwABuZC27HmjLZ5eSQCaXnex8J75yCRyzyINlKQXT4KvN7O4o9zhgd+UOY0derHQvAA8rHOq2vVjVkAC4BVw8HWHu9EqCl2aHCBbY/uDtFQUEqvJ9O3JErcSwJHnFUsvGMtqLUmKfSVBhFzELdfLzKB8wGA/gJvieScHTPt05ifO2urcuXKXd6cz4sg3rufaO3yAO4mwncrunjjpyJdLPnUmgMUPoH1UD9yVIIRRbl0A5lEg54xxXviCQHt8bSMF4H4Kfbgp+CMMhHI6tPuNdq3LXmu7OW2RcMwiOvIlf4oIBmDWqwAoSF/ElXQI8HYNMOAz89lYba9fgHBpREegzqPEcc2TM5l5mcbfbyXmqAUgcN7X8u9kxiMtmC4jgeOb2NCS98jZjOIh8ADy5d4/QLHDB7D+ENDqUeQD1L0oSRLXFCwFP0YNzqZ23n3JlrsDuvdzJSuf+28/AA4QPndTdyzh5LA/xzCCQJubr2+04ryDAkzlCrXB5A7KbW+OVQU4CtGpQVgS7Po4VncBsH7uRJ9TV/z/kDNqGXuDmJdBMtODqSj0AUiiJESoZJmS89J/Y9TyEEEBsjxpoqAfLO61ECUA+ErA/ahbQGlcJ9mstNA0Sn/QK7TqAfxmoxMbR+WvM3x9JhiUS3mmoQASZE35200ACAwhOPqn5BFQces9x630nBzuzwUKnJw1TlWBjEAQYvhDKpCkMRQzz0anRxeP5AboJVeM7cNn9hSNehTkgGZtoXZuKAB5xEoWwbzZQFaB281prnklJSndnwsAF+3LJ0EA6L3C44b04IkFD4haLgl8t+Lz4gXTgfVqodHh7TrK5hggplo61w0g2sjuuxkCUHoMOBbH8AWxUMwNIeLJDWDG/ZN11BZuABhQAcT9Y6d0c/cHj9ra3B/YU6mjMgHcBHA9ACBzrpQLEZFBQjSVCN9cocYzePHYsB+z+c+5prDgjDhlD+QgrqE1wnNc/x+X5GfyXxNWlI7FjOkAFNHuviGg/phXDofyOZN1j3lRPmNG7kKN9eTh60xRXeKeRiFWS2Jr96dUVQlAVOlVMd1o3EN0YjA+Apw6M+HbZSRkmxPuC5aAdovWrj1aUFup/P2wc0gIsDR7Idi0O1nRTyk5+Nso2+6keiw1h9VxffZ0OcQft+3V71uYQeolgakF05Fh1xA5cvTE6bn+XFBorT6whkLWcLeDf524k+R1AB0DoJC6nBACXD1C/Rsn/KePRu8URw/QEz/teKyaTISMAjV3FMsu0SSy6TDtM5if+KN+o/OMbN54AxtuYphcLNzpw874dozrXQCuR8Ym1my171toV5XLgYgjX+rgQvC9flYJyAu1idqksrsnTDpilXRxsaLdj1ppWEsqeYYDAQCCD/jlE2YgPjW4fp2LHkTFAtK1vMbcWo7ipRFHvlQGGUHLs3I8O8wyiZyGBhYxdkPSUixZFtuD4SECdyoQNHWFbJrSM1so+eYz4sonAGL28JAYQK6cd7QLhh4OOWy3NwQ45ymloukPFlwI7n0OCtBu0UmYGR7wdfUqAC4/vioZIpNW4UJrOQWAonIFQa3TYLrc15+wynZcDGeZJifI5iWSuxKBuh+p6Ek7+mEpli57IyC7axzplONeC1EhAH0h3A8A7ENMUAyIrF1qKGHvk42YFDq/CnHvWEDBCyI6EjcaSbw2Yx26RHnsrs6KAPi6PM9QGNuDNh7cAoh2m2LVqNTYgVsAhGg/nL8LJNUbxou6EiY6Q3005IC8WOHqk3r0iTrLRL58IjiA003WczcuCMCgzLU2UtxbArvZC7Cd14CTw0WuxDYCgCs8EpgxRWQC+NmoEOe0SW+4gWsY1o+O1VVVO+/QlQA8OxuKNSqGyWUeygxlMqWPnZ2qjzbM86X8XikOngdKXnDxJ8sBqHKY3HxtJsMwmfKzQ5nW0t9MeLSRKcP/mXAfKeF6ABJ9QVs/fLUHm0tw5VENYFbLIFtZU7oBT260v3d7KG15Skr9SI4KsWS5qqNKYol1vO/XKAKYLrUviRWHorNZ4B7WIJ48RJ6v8lj5e49uFw0gtp6Qt3aXMQfy37085u08hovMRpfyk0B0VXrySkPpm/rjGCVHEYBiQcKDQ/soSZSblGsR0ZsKt4YAZExPmNl8LPwt8xEk4j94IK3HR+XIAMJ/I2Q/zdnfOIr+YR/pukJojvwlCXMpas3QHp+SVzwCtW1UJbFYTaIuC937G9xbf2PdZjacyEU6K2r64tYUliBCLlJPdEEAyxbIvftYwKucA+Kh/0j+iFg43UEIVk0JMHtsn4VEuAekQ0ySIbmYPEeOiIHrAFwUIMuTJfKklRQIoADV4vn2VgBQFQKZk+KLBgUAlzMLMeYCiIaYCBvATcDm8ssgeL7N9UTZ1aMtJ5EEM7k5OqvbQ0GQs89MZsypo2WXZsxivskV7k2neQhW02IQ+eskP4l1hNetQeDfKuw7uVhfUAAUQN0/s2KVQltV8ct30yIPiltlWxyMqnZpEtu1WN1O/t9NkUw/KcJ8TvC9qW94Vk7F1FaeMApng42p5hfJmPKjwN/HnY9IA8RIzZfc3jdLWzaxim1vRw4h7y2YV1pZQPeGcRBy0w5BLHw0GciAce3wCYAC/vKKKnTry1glopiAhZmDJKL5p/2wvmRu+cYs2/Fl5KLIdFKZU5NnZsKQVG9Igm4e7mPj0I4AWJYn90HOdbjURSNusqLfVxJfPiSOWItFonKQql/NSBQUsiiPsGatO9pn1p3/I5HHtnXxgKtgEwVimEOlADzIoB3GQih2JCzWOeXInAFAxcMlsXFJ4LwGh243BT46fwMALxAdljbZwQBYnIl2CNf5xMf933CHp0xx8LtPC/zJ8tgEUO54poDUEZmywCCAYKy3wBCGvRxnzJicU/H3iLYJCMD+V11yuFVrTdbQ8EOVmWh4rUa/NHD9f/jMlBM8iDkqeADe63MAcu4Dkbdw9MO89aB/trvmrTpidICHWHFoJkVNMpvF3wsUULNNVd6l1m90vk0/4EjXWtZuZOHV7TKOaZfgbw9LUA3LKXZzsnBE5k5ZzNI3LXXBJzV7W5A+xkEeBNwd3pkzBVs7gGHXGv7STQD2Dj/6RjnbkDG1kmLh6QPgZh6kEp0U3mvQL6lvWe8KbfiytMAMwU4BzxTJMtdW6JdcTvuZNUVnm8mgZhXzmw/qun1V2i84Mo8VNX1pJMZ8dIRc1D0rY1allD+JB6pfdVLwYjZjvcIven2XfNM4wrF4wPHuWQooWG6YjHfQPSAdYpKMCdyYOQuASgZXS60uUWYUCcQUHQzAz2bMHbyifT+1eNzOmRFc+R8AHPNrJJHeY3UKbn7IFWVIiQ0pjLaciN6S9kNmPt+FxrZ1WZCEof5gIXods4DaYJJs6hBgP+0F3LlKrVamqNqpjGT7kHTy8bNykhT3izTAJDomfxyjuhbI6BqV6ScVDNwC18WhJGHe4AlANh2yvMmdtn9v3F0hige4873AkFhiMoKZ98MXpEoNNuGc+cwWll0/IkHxGPa7EEvdM4AYiXtXxzmFINLj0PdefwhwZcqSyULuL3wA5j2qHYo6Ibov8hRApeC4dVfBAKPquyVGqGfcQlRuFkAt4tp96hueiGdO54UQYEviy4fR1RWTQ8yxEXudSEsDMNDvimVY5IBcrfD1wdN1IjNvs7udkwOKJeuiz2/FjBkc4OuCAv6J5TmYACgKQKYPSB6U3OkVANe6LDDLR2m/RK3hlA0GoB5khHYkChW93A/AqwAIRpbi4AXA9ScPgHUbpHHSl7+ZrF+fanamC2JqCn+sXXogBHT0ApiZOanZFB26mAchfhDzaX7E4ytKDlRngj1zgMkMCeNk7/zXAKH3gcWILuSqmQ3ecdiqWX35t1UNdh9zJys0AM+AgHF6JP7QoJoF4xsHLEv436otAnWUEgTxgEh+l/8WVmx3CK1VxjxKvffImP4/bDpa3jKsePpvVa1W35eP17zWjKQKrNii6hGYj7kl2oox3Wl4wGx1UvDJE9f5EHN5ZcyUy6cTur0V869BWaTFdJkXAKyxOYsliKQwngwY4MzLGnb6A+MtZpoBIJMCcMXHMfFEkVhUv8OjXV+znApte0+fW719n+tUvo14aIx5j6CjD3Db12WByJu4GUrEvSEdEwA1HUAmBwT9PnL22O1DQNmrHPqszdtYt+Jty5Ji80vOBlaFWRPU1YrRYpkPxmcPxMBj4l/uk1xvLqJQ9LX7BkoLquvkds3xEQuqN4SlS6zKmRbMGv7OckC1Qe3aaHYV6wEUrlXepQPXdo7HlY7hkV+6iaga7sng5SXcSKT4bNNpHoLNuJ5CllZyk2sAvtomYxbI/GWLCOxf84z5mLvgXD0ZRbpFkIkdB4QbAPhY0T0YGEL6KN1cdB3znzCFuLtClANwFMdJnz8IVO9x45z5z/vVoeUHHl5tb2DPKra9zYPUv+RO7ncBIAhsbPY9w5uVu+uiz0XvLZzdat28KXO88c1LazGuVDPjQhCwne5kIXU3j4YA+Dx+FUDOzSWBi7UqovYiD5L7wKHAcGJu3f+F9uJF/CLZNohNNhgbK6yH9IoFsPxy2EacyLwTuyfjQoxJGxfkAJ5iHY2IZBASy78k9+UDIACdXh+mjc1YDwFigJIED2RSADX4lSBmF5X8qi2UV+1Rdp90M0s8cDtja4wUZDMc5G19Pu0nZ4lH7tHZmUuA2lQgHLKdeMNlWOBNpIkP3QYA8l8h4VScXTzgjHvLxLDyEbkV1NF2QdVzQsLUhgD7KS/AqZXD0dgpDl5kFclfjNJ48YDz/YRJzFKEMptyQXlUcBedPsoUSZ9uf58HbAYKxKOTqrUgZuCd8SsVAPctOHfZ1ZSgNDTHco1M5kQONtFAHRHSIjDmkz9//9TRtaW4Naqoh/D9BPNw/KCgzSHa1m/2N5ZCEExFYIrGcE+I1LQx5lEG+xHumgzCyPrxAwAfUfNFrufen9HylnHF07D3WHsfKz9wWCsrMiWaIwr42qYGRqglF8KKxywQrGINqNSzp/C3UbLVKQoMRN6wq1JE6sDtO8PmQwBHzVIDMBVSwCh+K0nO4qkFOwcT8I0nAO2j8+yNcByDckPnmOngbH1wb9WrAFWVCbOoozsrvDtdth0WQ6sSxNj0NgQ0vc8Bvinhue8N6ZgA5hHAmvk4ZutstasX6MbUFJjPBYVGvSEL8mdfZtLJo2uMzmOlqn3Vqvrc1JdrBD7Ad4pTARQb/8UTBR4DCAKVtW5WsGu2mSLDDgG7Gr1Un2XZjlHvsq6QcmUZ0WcxUGCKpH5xUwVz33XUjtKJxGpD4sIH+A45I2erWBPVfQPuOpsSUKzeKqEhPGCuc1JwabdoQbAksFWnrDqm3L7V3nAmN8UCXAA8fgHwzcwcpZF0Aa6CKqAqciV1t52fMF7cXSEqUSTSTOC9/cr7Vn1IPiQPAfInFCt2NplurW4aUAjnrHcKzsQ/t7w3UPaCVThnuQJ8mD9Shi8EVDZ7/actztMwlTvUL9SATNWrUqsEkxfnSCYBpE8keDENMCkZBiYgrfGTEE7We4HytdUHXg2Rj+jEX2XZpoiHoZhgJzcLyJThjs7A3hWCez8HrCiuPlI/SOYbI7kxlEwadphix5Yoc6WIm4DV2auGc57aIKY4T/GVY/fkFIIAdPm5zkb0ejnFghBAeEIQTnavS+rLh/HkDEzkzsfOBaD2tNpU+/3RoWgiFLMBpeqE2614wwlwsXUb1FloWl7hay2v1Fn3Ohhy7ohxXAjhxJucoSiQonpP9HPzwBXy9xJJ34gAtq5UVB1SWnrcxMYynfV4JI95EPCc9iuLAMgyp2cAcHRhWc/piGxj/SToqpniSXwmjzixvMbbWl651rLXMSPyEUJA9Wned1DPAsuqjOKnS2XwGZCJjOPpE5yhaFjQCgJVh7xxVf7MLABzAPAXP40UEkkEsSiQd59bv9F5hMyklCPJ8azng66aKgp4Zrd6MhkURYUIBTCyeQAU6WCeKtgqFyas6I1FLy8AGPxOwZ2XSpUskFm9boDCQPRP3/gBcD4eQ1wGIGdlsav9Bw7npaD5pYPCeRsFCBSlPy1wwsKtz1dQedq47XlA/4IjIkEhnV3R7o0N3I9V8312WKUoav7whLF04304Z545nRyXlNvUykOwsjmsud3LnjanksIuBNjPC+Yt1eh3GXOg2nskwssSgHxmhgsw79k/M1sYBGxve5QAJY+/PiOlURM9KwCIBVtTf6MxIRrHiNHWL9FTuvcTqG/5kT6y2DT5pD3H6OqxWDbojW9kRIdk+G7AY3Vqd8pEgccXgnmbFfBW7GRFnnLvGvnCM0ZLj0X5+vZop75ExJMLQjjk0gDMginIoXIPSEdyUADmMAAue8FiJAMBCRhXKizHWH27N2OfXll1JDoyytkXlHkPytcMszeua7Bv3U5BWL9Fi3SWBGoMyvIP1NWtztwF5minvkQzKEF9K48+s7oEmJVQepQDIOJsosEgZESAA/X4avPWp3tVa9ZhurzyNO+tLTu+hiLyN0c35gXg+mUAP/8VcDst0ab0AksftioESwtXl6JzYzQulrN4Nk7BpaFbQ2npUgPv4A3M/MVNpN0Xp6NfECGg8jUOgn3zFjlmj1IHhwAxm1rDcopcMCz/aGbDsdPo3Ol+YIPecIJJJYFKEHB1eShg8IYQzZrET1z8o4qD/RHhLgpRFY9mEKdaJPFhkXRzDICH5BATp5bLi28fN+9ZSMH74U6lvPxI3HMrBFhO+227qiFwmtkwvVEXzbYSwJ83s5b/+5m1Uq9v5tree/zAYSOVl5LdfxkLNkF68YmBBHQlLMA6B2DV6Vn4FDsM1te9HrW5prxTtaNO/DXSvvvzEGDPVVERhZn3Fmy1NhbCuiOm8tf432qsx3f65OWHRTFHk0NKElCKSJ5BRcxfWQCnev0z49I5RReDTw6xeHzqPYsw5hOmL7+M0NlubwjCidynqeTqw9RLACeyRIk6POcxm6nPG5sOhLlTMMp50qEByEelPqUUcKBKVfql1tljdxZUaXKsMlXhIGa63X7/+U4VBKScBZjNBJRKwe16XGMrLPH4CcUBxXVqcfy8bZrZ8Nlr7Fq9+ZzX/uBCRT4ry8/t9IP7k9so+JVFZwAse5Sw5Ri9PZbHl1gKS/5IyBZ1XOAD51wNhxX6jYYpzMZBAUf2qpZ+aXT2WJwFVaoca26+0nOD9HziFS5xDNBg00S734w5eAIwLsm1NLKWHu8fn1i6qFDDEzLXB92KG25DfYO1QhoTLweoTfOFQ9Ynt7pV5x4PzSnU/CvHro+fLC6SP8Dbqn+41KqYe6Lg3wv8kHEXOvkejgKObFNQixPawFOB5wbQzq2kgLms+MSTTyuYzLEVOnHdUxN5ogIoP8jh4DhMcytedACOH51K0t0fNNc6/KebAEGXR5leqXFBVf2C2XHe5jhfrcmr162vkOUvw7RRVj4GaDms8RyDZk2uGNokYY/EsgcGWNdfPB6tdRI5DXk6Prbrbn6hIB+KT4Ki85JHYOkKurfqjTkoOrH3N+t6q3dVHZHNI2LcVoPArn0cYAkEAQQ8tyjzxiZKcJnKFeotNZJArL2/k5d9ZLS1W0QNgoyC6RWNhCeLILa4rQSRgq1TiOs3AHAzRyfjUuYyLihtgtvzxApFoeb6FaLu9wrMUskJmPbpzKs/tfa4TzxcqlogYx4t5L+9z93l4XtcRgA7zwAIAdsbveixGHMgX7NX7FNOQLdFZ9Mc3b7PG+3Ul4h4ikUp1JsoTJ8C69A9IB1jwqCQWw9SVW7BVfCk7D9VM7tCuvc1AKt7iPh05173ztLSQ17ZyYcL/1N5HzPfw990dXHo957ZAjGqnAeq9zkhOGuWU+SC4cIAqllQVm11b3VKnPoSzWD0eJwDcNXsZwHVWlNc50wBwEWeATA9zpqUkWjZqfZuUFtec5TX7mdqnXMWK93tV4w5gnLHmegOxfoEEJwURVl6hBnbyxKFLF7uB4RudX78TPRjIrbGlD8Is9UZaNx/6n1NtKsFDzy+xSn7RF/xtFpV8gwxSyrz2L4ICY0WFcCWjIoCCAGlh7ze2jI1BXWVKVoz21Auf9LXYGnVExvLdIePI30M86mY70oAxGBRMsoNmMxIw48zAvZHh7soRMlnEbHlw/0DADyio4sI4TaqmznvnioFhbq9OqYwvpNGpLg1BdSUK1Q76iQF70QYldSyj1sqa53uN/UPF1tqFju0tc2xJUcjGLNU2WRg/SRo0W2kBHfDYTVTZPyPEpS9YC1vtmi9vzG92kDMGeFjnD0+APKc4Su+WyjbaEOPZe9OVl6o+1CBUgOzcKe57uJCze5jY4Y7TzmSFIOXwDuhqGYCI5qqEHCiy0NBYMcqoUMBBaw8lXQXPODt6o6tWUkCmvxcxzFwHx1V5OhiRXexYBTgSHQSKzPx53dqzNZcd+N+Rw+PnmHnafVcqqLKmEQ5JwEDNO/VlK/08v0O20kv4IUiGZtbs4BRfHxqd62Nb7fwXV50eQHIKLBb1GKcjJxAy1uGqgrwbovYoYLCsSO664UmbJzifIZsOj5zGszNrPP1aleP39VjF6/rlMzm6q2xvrVjDt7wEAHH25YXN3r73d5GBwBdHmWyN1uvq2JTRBLAkU2KMq9ROG+xn/PjnF+7LZmCgAE+rlcf/He5rdbMXXJzl4aFcPVcyrR7HZU3WWWK+0IQcMwvGclBwmQiFZ2FxCEkCQ4UUgcuxlGXxkUvsGKJXXPFYvqvBmQUAD8OlWTwNtq6/Lajdt5tB6CgUPOyTla0GSBVwPxTpoOnNbZd1Y7znON8tYyq1j2lXrRyGTlHEdnFsnTIojRKEvYoAwB+/nOAJDPi8n8kkEiCijNaoPJNn+ulciXF6/bVEOnyut3yKoWrdLW54cDNaKtFJJ0SM5uq7gLxwhrN7mPNbxvn/yyXnBvHVsmm47NThmDIgFAweaGOySN5nahE+NTPY3QpZwCa2fDaahy6Em8/7210qAHsHz4+dFmE/MPj1bts/tNN4oYVr2uVzMr1OlG3KGZflAO6lwzRnnub8wnnmgPeY6XRTn1xiaeYUiI2kHUyuNukY0xsziO8245w+8rclwT3JbuRAqAFQADHy+W2rA+bXjL7Lzn9dzzQGEC3Rsn+btj5bf9pXmg1D7tHRlEksaixs8cc7dSXZAZFOK6EqoorITj3bmNjA35EcNeAdtc8CpL6JdFgKbTs1FjVyyyqUr7dDYCgmeC1AHmnlK73Fsq0VvRYGpZTzO73lq46XdVqCQZWRDsyjDzRJwCcYrFi8gnQo+tWK2djcPBmdI+hINQPEs5PZPpaJ2qdWiWje0bHKJdFajB0/8kHDKzbIo+WPPnb0O9yed8sV1M4cKpO4rYXyW1jPmfhVy5MHpMZApre9lJw1dRry9+auVBtaX6Flz81ZXnzfkKqCN9lBIbCQ4GA+N+9fw1nG959gqbDvqZwOBz4Llzv6qXzymia3rc8OzzYGbeHwaFw2WvdNP0YTdOVeXTg4rupPHdf5yCdXUzTdHE2fdW1K3K9zDlI0/Sgs2zMHoa+HRp5i3A4e3cnTdNhb72kWZMvTNNPeF6loy9eDoSLX26j6ezHaPqqszK6n9VWj3j98onKcHgoHA73hsP0gqaNNB0ePBsOh8/yYXrxdpqmzz7/WDh8Vbzx6nfhx55vo2l6+2I6zI98qMvfhemVR+tpOhz2DA87HA4kwOVAgF777rtr6UDgcqI24pAC4XA3d7mb6+7muuktR4tpuvv9feKfyf9VvtVN0/TRLbT452WuOxwenv3BcJh+rk0c6q6PBotXFsf9t2RlMU0/lk3Txct/G31918ri6BVS5hwso+nwN21jzmM4HPaEwzRdL5kjEd1DYTp7XyVNh/96NpWuEmHou/DVQKCX6w0Eroa/DUywkztzF9kyYyLwbfjyYOCqzxOZO2mDwJDHdzUweDn8XZxfpxZD4fBgIODxXg4MXk7lIyQf/FA4fDUQuOztHQoMpvL0QGBoXJ9OvKXbdzXA947rriS4Gg7Tq99dcofExaLeG46lP+LWKKPpwMV3JfuxMxCg6X3RG3xsfDfqr10fDdL0E++upiPE5B6j7ZswTZeluFuHvguf9V1dve0onf1bmqZpml6dR3tO7Ap/F2cNDH4X3nXCQ+etpu/gt9l007bVg96xHyTShHF9WHHuJEdA4LtwU+flbOVG8Xga8o8cT/UXAjS9JJummzb8NuDvDIfDV8Phx54/S9N0myF76LurS171iCdU22uVvVxnIHA1EVkWcTUQ6OZ6u7nuXq5b8kHE1/ltNp2Irkb+0dm/jX1rcY5ib6fzlkS/8uBQuJvrHfR7IkOq567S2atpmg58tD32iwWGhglaeCjO/goMhS8PBi57PYHAYNwG44KEeIrn8rsr79ayn3LSMY5Hf3vnq8Yj6YHAkMc/KM5R3BNhfM+KN4OB78KVJ3pFlqz790siR3y3b1BcnIHA1cFA4F3ucvbyXTRNd/8+O8lIPN8Mlb3aJh76R/cX/3ZDE01n0zTdtuGxcPhqhB1qejo7/G1vOBzuvHMllhscCofp3d1PJCa/KaLTHyjeclQcRnE23f1GZVz6Ex69/UVi1f3G9vDQcOOzFwPhr7ojjdsuBsQPsjF7FKGQPv3OCxZn05eduyKfdygcpnd0RghpvXeIppeIhL03EM5+ukkcAL14ddyjJDKJ4nETy2JF6ANN08WLH4v9KVtZnCLz/E+Fu57ifPs5wakbpdyqWU4JcwqbTnpt1oPodyso1BweVjHG3i4AC190CSfLGaBuh0pRXpOoEoIERiW16OOW8i12rr16/3ZbQ3buuGISQsC/vepB4yjPNA2A2XMA8EDVC05ccwDgLgmAf8asYV+vaO1FrM8hCRzfxFoe+thaUfb4C46GC5x6/0nuvxn0tSnyEaTkltN++8ZKwCtJ+85Mw4evqFdTFMmtQDrx8CGfsG9hpNvMqDxdrmvQ51ZG55aQoAoJg48jrj5+YEVxRySIaLwVmarfAd5ZgcRF04ZzZSaGAAjn/dHFdjIAt6BpqjCLBUP9AjBOd75dp5B2YYX4mlqHSfQVVBBQvfyMY6NVc6ye3VwwYZ0lMQ0MSSJvUuHLE9A0k+kg00lQCf2nSZJgsyark0sRBECRJJWT6iskHzwBMCSJnFQ/6QSyD5EkoZjSj2M7F4R7f9xcTCmNJ8YHQzSYpN4DD/ym1IGuUZFvFLBojfaHX5syBBQ3eL13CqFolYz2GV2sq14E1DSYStjNJcfb3LztqI132/0Cej9w6zYkS0gzVXD346jN5v7AAcFPAQ3lCkkgruERknS9Xb2h0nzaZT5dqqRQ46zjr8OYA/XeI5jGnNrMWGb/2VZr5vY4gLHpWATNJZDnpWqKTB1j1okaILCiOE6VuejQjmiQREyJotG/klQy2jUuRBPPSEoJRZHyLi37KScd43h0jMvZqF9JgiUTpsgf97NGz2AQsJ/2WWrr0e9igObdKvmzByKDcX2TZtfGFE7NoxSb4gRoePuDZy90d7zt5nscAEyLGc2Lx8nZSi3g2qTZ/6q9oOSmxZ1mrVwBgatbTkX895SZaHmrZsXTpKPH2llQ9V69m1k+7EzkB9DlS14ZJTnM53jnvv3CJScA5WxsNujYp9Yl4TnJadApZTplg6PHZH21ye22uV+ys4fsZ96uQZZWNZcEFBBLM+1xc42VgGDIo4y2BkxPOELxBfU6kjtvrd9lO8DO+7e3KKZxBXJY9HhFs55zAJa1lSy8YryxnMTHdp29Q3m0rh49zrhB7AogOk4slsWKBtfDx3ru/IS4uOtCVG4mJeQPLxcG0JbMlxdp9advOl8ok1FCzQ614llTkihnCmjYrfKFDLqX54Ma38aQk/jQpjW/mVsjd483qpsANHMz+fyRJ8pIGDeoxRzcDMDNYnCSE0dYs0rGlAznt/Dfgustl4zia55TK8pNcbefMZ984EyLeWUVmz+EaUxhJnp3GOcRRwkwvf1eBeWN69ZIAqe2KYjgRZBkwRzBAQoQGEBbwqp3vBwhmorpaDlVIVr5x4sMANNlAGRAy6nCydcmTlQ0TUxvOt7evEEU5A8BMwEU4M7/pYZF+SP/zQDRh9BLRZTrD3UHa6uOF7VNIBT1J/wEEWL1FTUlKNY2j0ucEzPNkNlxUsXMAEw75DKYUixzxwAK5TzhtsJ/3g8I7GzMkysqnlaRCRIw/KBAAA2b2TW+ugo5FzfMIC5IUdxS1viumRwdnaa5A6nntpoMMmbA7QtRgr9ilULzfAURz9tZ+xCp+rjZ3Mw5X682biCZ2Zq69SFNZoYYNU4ApiKZsei470qw1+cJXYvP0MRi/qNkXDY6VgqSIFGx3YyfQZGfmRHzCgqSQL4CPxt+lgzQ7PgPvmukWI2MxLLCAnZxnOI2f0d03oBwyDlVKSV+QgQE8Mf+EPpdpsWMbnedhCUrkJHMjlF8i/LXpCx/UVwlyPYO3renXEahZo1yme4ZcvZIyLFqLqmyGfjbOFHppASuYbNCseVI9IJXTMefTxgr9z3wH5/rmcKRTH3+a0CfR7EjWWWU5JDJGOFSQD2XqqheJ8vXJFLfxEKTQ2mOm1yXNu9+1a75XwuyRkVQU8B8lWKgMbNuR24qlgDFdLznMO7fM+/A0itEplpxP88B6PEq51Lal58Jge39gqcgNBxWRyIDScBQKDMUNgjBA/4rPIYEAAFg4AseCELkw2YrEC+naIooPy24No7b3fcfHv8/My4suxQaBBgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1132x24 at 0x21CB11DD6A0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "138 162\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1132x24 at 0x21CB11DD358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "178 202\n"
     ]
    },
    {
     "data": {
      "image/png": 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JBP51P4sDxf9+2kTkTBJUNmbo7Roz9NruxUg4CtDh/AzrOgLDaK73NBYOykLmRMDYxOlJt2ptdaSmxA1jvd6OfhuAjt06WfCuZEndudrGVE5tEwoB5a1+365SLSU4zjnCFlBTFsE7HW5DyeqfWB1HeDp/8mStSREYxpb9Hu6oEYClgDa84cAcBvdyP9CVRLTbhUSiQ/ZW0MsM8VSCSESL3TJEr9HJ6/OTQvIg5W0EiOmI7w9oDrZWqtJUyab5NbNBtqks+vjJfhFdLZVblUy+IWye5L4AYFQoqQQShqmABvTS/wcBdA2mrEIoBIwEAYSCI0gNAbiyToF14wJ6H1C66LAJ9shNCGMvlu8oXsCbZ7RkwfDe+4CSvQ70eFXLEEpVIBQKAsBf/gLpv3ETJmcQIcB+plsHgcrVNqZOcFRKGAKefe285kLVhA31HsK/0f5pyK57UUtxpkMOmeTtBR7NNsZzNwFAgfyAvV90G4wA37CK0u3pADnBKEOThKmIQREjNYCQbdspaUhiOydnf0va/kmAViu1amUZk+997RlrFzS9btnSqiuB+5TO2OVmzuyhV015Ak7+Bf524IZR+IId/TbHKkq52QEQtS/Qz3/qsJ0xzt2+PjK6NSaiUziSgcygHu2Ck4XzfXZQIxS1OutdgFDxI6h2/Ls09HwhlC6qaXzJG95xIlU7HuB7uPBDJEMSD7h/dR7xFTxJtfvGITAsAnGNaH9/+Dp3NA0c2adt+uOgbgcxbQ0KgO1XfqXgXPmqGaAFYLnBU5HmNuywgFQCcF8H9nZv2EypNloS+B7D9lzJdDvwR4z0spAFSqSkfQsgybTxDWuijvS/mBIeuBIFQJlBSKpz/gIwpycI3EGg7MAlVY+9wmmSBXoqUiGJXhKiDb3hEDUBsL/jVUI4956ZiCXoJxkyIfxVBEB+J6mkCB6wH+60ZApUUYUI/Osv2byLxgaXxaDWSpJZ+zsGNaFCKtNYhC3DHc9WF1MN/5ouCO8e0cdTDzTzofnIEdkn3bchHPA0qEHk6AD4AavOteEH3ni5yKr5aZLHieVH6Otcei4DpKTNHzsbAjzcIN61Oc6lRwZvNH0qeuu3L87yq0p0YSXKP4z15U6h10ZRlCAIrJ/HyIS1STZLZYgX3RTWavRZqD3UjvQJwWMNBTThOuXSG59Z73KsG9BubZRJVFOC64tQzaYtuO5VUajdaVAUmcPtoYAr9RrUjwmR3UEY/9Vau8y90v5+PNvzAFD8nEtzzdb4UQOoMfmSfAQAKpak6U/H1iQFwFh/CZ/aAZiXgfl5e7wVMO2xtJjH7x9SsDgFIVttup/Yjxmfg9mKNConWQepS4ghNPgB206XnvIr17a7TgX0PwqCUgE4/6kfEAbmGJY/OiGFprAeqJ8QICH9KH6QAgaMZ4Azz2BM+akCqsLZNeHr0wDgW/JNaOLvXf+ovX1XJ9CoAahdFuuulvwTNvqFdincseYiahaNx9DaAfuiUtlDZlB/jsT568Apt5RRQCKGnjYC4JEUJNxQJb+uluIaTzcgXRsKgfx2CLPGLlYCKzdrkbY4+sY7gN0zEDYhS+BE2LY5Aa5WDV1jB2ZNf75PCRtKaO9+syDYAtxJpUyJojFUZ/JVu+tqvQ6VF/OnFqKT4AtEQjItA74pN3264EJjGpQ5C9p9R6SFThIBC/9jsOqMLRQsjhffOOMIG1Aiw/kCQM1qzwiC21v9VL+VymI8hznVpm6JQsDLhpRwRadIyVS7yLxZKdA3ppdYci888N/5v5g5fG07mklF++kpGxci4bkJbldz+1qKyNIDONkvCl0taQX+8CLsuuinwKp+Yk68g8vsuTUngBPFABwF0Dg/E0MpAD7+aTqKPg6FUsKWu7EjRApCoRiGqv9FQjwoJcp4ls++sFZf75DUaAmKOVBMlJkEAO8IaYCKeRzzk443mwjJFL2hAETWmmk3WADw1ZAGwNz0ZK53XgxRvjqdSw8ovTchHHAxagHp40ZZdQYBMCERnWyA+40LECQh0Pe7gIb2Upl5sSfDxA5pPuUH3Ct+ppM2PIlxRUfG9o1QQMcuNaAG8GgTp6svNLl3RsZIMKkw7zXYNL/N3mTUv6eUYiq4Ydh3NGkpf6RR2X8XpXqn0GttX8e4n9jprSgs/oUbiBHVFp6lMsRczjxXQ8atNvS7zDmU6e0jMem/apfR9AenrS+uNx71eX3Pvr7HQqsn4fKKRmAYNfUettUKCJEOqEiQJBHuAoYE8lX8BTdJBON5AIICcO3L7EyQGYtl7VHOJ+KNXmuPiE/HbNK/vQjT1kA0cUhiTGkPMAPRmZ2SKg7g+6vl/t6Y108DMzIHpwHbCR79VkOdmoW6xl7jfM3VsEOTtq7Wf5o1APNUearcbkAFYPDP4PtZGpAsC+EnSCaGvqshwNvxhg4Z2uKzAdWJGsmskwbIeIcmBT8IAQPUXAWGAcBQQLl6qp0NVbplPt/bAQ2gb7cgRQlAEhl1cMsTQh6YRu264Ad8ioVjhAqRJHgSggD+OoIIR1wY5CNAKhkCvD3X1BTXeNxCZOhCwA/f8Kl6ShvvsbDSgOGlvHg5UfbPPTIlyu0L4bJNDej3NDw0DQpAOoCn09EF/pqghCBbqWpfoJ/5TYPHV6XZX6Npzp5SxFSCLxAJDnDtFR+aEuUdRNmmGvS7zFkwnTwX6T9kUnHupKlwDawXbfya5bWHWqNTO8YCwh+ZjnRFPgJVrkq2rIYNKJHhfCkAwPluDnDH3e1rqSHD8SpVucRX4Qfch9yWLCAzWTlBCvRVwq8xmJPvQeEuvF2ct+c8bvoVJFbm5zH5WhATbpeITyWeSeEu6eniui90IhTIW5CmXa2hsmJ3PSfgfJfHf5EF+LwFaboXtWTm1PRzHrhw2AcEwPEAur+CcPgYMJsEdC9kR+6nwl10X/T7es4Hr3MA8jJpdQ6jyF0RNnZMFb7roe7T5wP9PiCozaRXrNGQGRMMoOG2SVyvvush7/Hz/GUPDWiKlOp8PcgY1kk+BPcFH+frRiignI8Nq7RUToxs28SYakeLQN8XAoYD8S6QJX8+aAiAdb9XA6/a5ABIHrD9spOBX2uyhELzgFAA8J/2mTIQWsAgdI+29BEgVd7CcNje9g/ueCqeCcc5E4A3OVaesOTmu47ABefYUY4PAs5TLAgBwEAQAN/Joe+wEwAJ5L3wNwtQ/5vjgShR/F1wPZynK9D96fKDLgv5xAPkCeDvwnagM/H8SQcwZ5KpJQC4MpgOgJp8ErIiXNWH9RnCeVEZOuzsvHpHCa/kh5Uu8N/E+R7vhQts4KIXEAxqesN7DfhnXV0bW3OgueZEGQ2ochmNOltdpo/n+vDehn+vy5IZm6plejA8QeCNfSufDkhCmwis/yXLXLY3vmeO9E0pZ0H1Qv7Khd3qPQ3usymIFcgheRjObbUlw80q3MWWw6xvvxEQWtcxmp0OzIqbbGDIJFQftZdtdXm7arylVl1Oi2ljBa1emeSi5uwVrFtrJAdUwz4DnT85uRMNKJcoPBdgucwhK/Ym3XdVBDzZGip5jkRuGM56p2EjnIf1eri8Gw3u/VZde/6UEi3SU6GaLJ+NvSpACAAgFiBaOXdf5AG3aiEFalxIFe4i0BuYkZiQmZqDU4X9C9FXbbRkgX7BTAOffVS75bCmeK+ReuspCFTeZkq1IFvtHvt0NRdDLv0iJdD65svRAq73MqcBVMtUmK/Cpylhs05oGCExBHFcnUgQgyfZ8Aa+Eil4qcfMuA4ANGDauJI+4+z8NA2XW/SbKZVaL/WRJDLGTAh5EPDdhv+tCXYQ5/+D7bkYOcphR1zkQYmMjgQcBnX2K61EhgZAU48otG3RrKKIjDGyrHikFLiXARs5iaVMcQC6EmCBPHrw4WDe9xA9aGnAsk1n9blrznBLC5qTqQMRiWgVNBrSQJrSY6cNm0+wbzFCYM05lMl1JDr3iUnF+ydNpeWE66J14F/LGg/qFUXmyPW2Y50S6zqmx23bsU2jd8sd9cYDfThVDCAgwA9c0u0GUkYAYFAzX6n+oJYWDeIcsm7jhu27io8zdtuVIqrfKlktk3xvS08QXdbElp25cycsre5rYtVLNbg+Nk1YwNXFqinrkeOWyDRdifjUUYBgTn7pJhv6XWPX96ClzXtkm5vZLI84qDrLu8tLwnHO965UARuS/Dm4VxQh7NX3XIbnsh2ABoisSWDrCdkr1iMiqo3tYa2H3fqsqpgacmKEgPX1LNtkDG8WbA9bddjdvo6JrBIRbpt+iXn9Rcq3q1S6ngXcPazO7mw4KX+1/dOQzTDeThZwnmJbS+zImRpX5FQ7WiLgDic+RCMy+TMeIqlWZBm/U0XdBUE4U6Neq2C/ooJfse4PePjq9m1jhEz9UwZvuJ12wL543GAdkx1UigMXAc/VAcjinIeBhCH0klEvbCv334Ytgt2XBdj6CduHywf4rAA0QF6s2jz/IHggShQ9C++/qS1fpPDtKl2usba9GVCU1D4gDhkxCPUPUl7+nkJyg8bEbABECoDQMPDX2HtbIAhcDszOQEhEpMwUDQJII0nMne26DBjG5AxHAYy8yvvcowDObQVRecP+9qCO8FW/qc3LXUnMVzov8opWZ8PG/Nq1Hd7/x7NeX/fvvKZvBwTQkYlMYTOACDS3cYBbu0lzn8zm0dR8NiAyZF8Avv+cLbw0S94JRxGDoo575zHtcL4Q4LoQsO2tk7Sain2G4rMK/N9nJm12eyUuHfzQubvG3cu6e2t0C2oazrROGlrzzGE/v3c5BVjKVNrXapOPBlyZo7RCyX5wTJVliB6rIuDp7aMA5dPJelpEYHcrp+m3rXjL4Tw8OA+ofnFFlSqgmmKihWUZhWUdGIv/8VauEsmF4zpAIISaNz3osdJAww6NqqxWXlhDhG+/Wwc0nK6NLKzhvo4qVbFy7TR5QSb80qnMwUgc+x0/+6YzxtWxwF+9E/knNwzbDicDTrff4r0AjSpAkYr2zSqX+qOan2xRwqt6bjx2XARcnwwA8AKhz1lyohLFAcI7rDoXmC/fNRe1xqa1jBmDJ00c9g+ECsD8jPHjOQSf82FVqZuBENmqh4ymX/shuKKPR26rMeOrZSwdqgUANJBsBHubNBA0VePRxfFIKcYRkRMVEIGuAQDKHM1DJsD0DwNdfQDmfje2hcKQifO79nG7ljdVuyyXNEhN1gESUwX9WyHSJ+8oobV1p8LWK0kKDDMrKFPx7hGDcXc6d7Ts2XKX4YR3wy+qqSx5HuN0uG1jkR4xSmr2wrzur0Shx6YGluYuBmge4HouAaBTgVSaAI68qirsMf3wFZsgHGtdRZHLkk2hHAHmzQqpFqq0psUJvBMpqeMuX88gqlZvgeBpWMes+PlOpCkCQex+67zvaJX1RWtttwJzJkjJfX+Fa5PT8l2f9pftKVR2nzCyZe9J4aJt9372nNoVGXFg7BI85c8DQm0Jo9lUmUJlB4KwvX1++/46ZE6BnjHMbVh8NoATNaZcLN3cCqRFOszt/aJd9yLAWQrofNPrs9OXjgDevqGaXzpd/e5gYVlkHvKkEIEXmziuqVhNwdJonpe9ZgQpJ/uGbFuspUd979PG6EoA1tO8+JvSc29qFfn6O5jtvBBwvbbbfZ3THKqJLLpo/0K0aV8EONMySmeyzM7IGxpB3a/7yvbWKP3bk/8m0+hoCSogOotEpkgkQGSaVpJZ9/FApqYBQlWbgLYxHcmUCeW6IyKIjk0q8aWO0nf86i5rmDkpLm3SPfSJwOF7hJZ3J4j5CULoJaNe+E9TFkw3bgDwA8t/4mz4jlXnHuPgkQIpIxnbBUAWYvCPgwcVzkcC7WXKqrnvustLLhx3Kwp0067HmhiK76B9hzZ0V1t21K/5wqhtbktg5o8nEoVhuwbbokkYAiQ958oZPfmITkwlC5s4or5Qa7KMiApqh0UKc1cCN7wGzBpfRsPVb4lZtDaL1mbpsUMPIARY1DSetAwE4TnQKfGoAegW4K8/pgQ8VwkcHhM0eQD4fdiJH354tDc/EpbMudgxuTcmDAUAzJUdnHY43x3g2G/8uO61FNCGPQ0CpVJ94kuGKpD6DixFCp26w2r3+A7XmTZlJJOcwIsigHff1NAlU0spyc+ENVfvPVWl+jkr2ywh0ace6DZRIJhkSzQ0fSpy9dvf38WI87WSTLlyAdzbzDUVy9uzp8OefPZT0flrl+cwW1vm1uxoEEBbW1nPWzUQApYC2rCnQ0oHkqHlLA/BrtuqlBXW8H0uAGyGUnX/wuuU5mAk7Gf84QE/VcxNBa3IcKxRd88xGF80quBxNJootbnvqxGgz7yWQub4F/beBA67zGth+y+z+5DNkK+PNEz0XQaEzsWblNHNntLcUQAC5vr9/pWZAEVHlkNw9Yjw1W0oQWSrHiakmHtlJvyX5RaZyG01Zny1cBOAS3aXCGw/xOGy/fVmTaRMpgFiklLgHmtFpHYh3IZE6kF/f5IMoplFCGhq5QCXBqDVcXtk31rl8nNmZ78t75fGML3BpIgpnEUjpriWTLXiZCCxhoZ98jTQ9qZOUWKJnOySFBiZcE/Pwuk9GhvzoXN3jbOXdT5XpVfbzVUG8l7xjATctsmDAa5cMZCE3nkVgbfKlVmMsp8jMrI13xmhsnTmF/QkMT5xmFQwq1dwu+wKCIocXWQgbmKkALqcdEO3wzsoulZb238xO3EFQh4wbndD8JyrVDJbT0t9zZBw7NE9I6S4uoy6Uzblxgn7gusC2jd61Ts+kr6qmiQdB03FS+9wgtPfO1bmBAA7DM/rLYBwbivDVI4/uWOXrkyp8ldMbk8MY5zb8NMUAI+TUOVMiDVlh2F7xQZw57YyTOVxqWEkoFeTi5c0FK6hPf023TtW1Q55hbR4sPWIXP16DdB6T/UiAZOa/IvziF1b6NrFNfzUKyt6y7e5Oz6qRYZeuri2hOHvOnzVz3S3Cepf9IFUS1/b1tAJcI5VlLb5XWnhJUm0blTbmA/t2kRCmgxT7egwYmaRyBSJBLhRyaDyBuLXj0keG5YQ+g/en51OjwClh/qEA6WVOwxIZQhA9QTlvU2hy6MrgSpfL3VozAU5Et2fiIATgK0bI+8Un357afibhD3A0ZD8wNHH+64Bl7sf30ol2NbTgI5NKuqljvu3yX7j8GCJJRqKaNV339fO70MqE5MGekplSRKAmIW+Pwa9ZwL0Y8bwOhWNBCKRtZeHz2UqYWYrJokqoecASJEyajqvw1/f1LGRQqZeB4LLMoTD3K2/m1jWjR9x3wtakA5IZZRIKA0lDMB4bsJzoC8sU4p/BSD6Af8BeRZB2IkfhsybL+EvgPcy7z4+0L5GxDJD5KmaCyFFT7nOtIFIOg9t2uF8NNC4TZv+o6CiaCVARiZuJQMFifYdWuHnWoqaJDwmEilTt/XTgG7tCtf6KsOFY/QL8ua1nOUB54qfK0Ek9cU8g7Abtliy/Mqy98NLMgHsXKcsfM9k31xlOvn4VM0KpqeJ/I861u5yl7VWMRef4cDgOqdZgNrTFiondsSsxJqqAZiSDZGTIgR4e/qUAP2kvGThtJHkHIzElOgTZLlhNPDxmxpAQwN0t2P9a48/VWrTlbCe36VpIKg3OcLrhghY32YpeA3PmfigvmW9TXfRHRmgZciE4t8/VP41hmEv/7HZ9LK4KXmuL+DdXxxZsoYVgTMu5UYAikj9cEMOMVjZqNEEHrK/RUIIsNp9anhX7mgw6iZPwqEARBluZbBeDPmb1msAOqIqS1iwiAkSuHFEB4wrLYM3cT+Fs5NH6M5fpFyCoRGwXKD5qFvodVPA6we1CZKXlMRYEqn1MHfuJ02TFt2WJIm0lzqUjEKWRRONxYDiNKVI1UbyJ1kv30J9EpShkyF7K+x3de71TwHQZ8Fc74h0XycAAViKFHk5HVWvO/kuq+DjybqZT88b+TZRfrjv2n5jx5t5dYSF7X/2Vltnjc9nUNs3vGoi77m/WAFSM9Q5lO+Pymdfc2vs7g1bzcyyIqQmGxEd/CvB9ga2vOKT0SnJcLYf8NXpAOaVisi1iwb0q/JcXWA9fuVGf6TxRQ2oX6yOnNGqVOBnK9DkDPT5lWVjiXauiwIEp4ECUyZnBahYRXvfsuDyDPS4hInvmrDUMKnQbdK719u8hwWViZWUmcQQAOcJLyBU7FDKPt2Kpwl75kr3Zb+FY8llE5SoDZspZEwwTKzMpX3QuOCtveaX6rBLX1sNaF+tlonmG58m7CUVOBWDiDUxkuzoryEoAshUAnB9IfoPNLWvpYjcyvBZKRp/6T0NalKEAOfZbv1auNr0S5902bB0yys2x7l0zNLingc45o33/MC87GDzAY8SbOKa15K+F9bnBQBfCXgsmfZ+4/HA2fm0T5OSxJyABjqZsiTGLhgfjZteP+b3/8S8vt727oItdJwATcMyWqZOSOABa69bCZhfWZF83j8PVL3h0cCnesURLTIqvpMyL3d8sLK9fMZ1TgpakI7QQIJZEV0RBffolRvy7Sve/BCYyCJ4ry6KMAz2iwC483YAPzECCKn1ka/hRLh+6dLe8ulNUzCKh6WQMKSY/uAIQqHY6k2Y5kU9HyjSJ/+uaFAUHoL0qVOT7kyzs8FWm++LdEZJqogOUJYkFUzCDcO4ya4WPAZPgywUk0mFeX+l7Tk2ffv6sAUueShIfPymzrpM5dxeBYG1PA3D6biFKUTAeoiD4KzYxXjualFdpd1nkoJ5um8CpzwrM6eQpY0ZmoMPAswcfOQylR9Wu/cuH5OMIzZR68WQcNjoKACR87JOJN2Z5u3VNse57Mhr1OmQ+CckBIGad/pc73War/sSEG+E/gq2hw0XXgSgIvDhgJkWdbIFgZqF1q1TsB3MLHhA4ALmbUxAsTKaySA4jJR7U1giliClZK97B0eC8gd6BuGq3h6ZUCcRhyavEY1pno8AoB4CWfOiUvn+Ijln6KJJkp0MTxC/3bqTqy907rGbTv44puGDC6HvhDsyQY79Iln/qh9A79jFhnyFJTNjSlED8TA3A6ZlJFvgaHjSqyqrlZX4mxQqCh87Da5ebfZgy6QMGVNC6C5cF/22vc3q//a+77WQTxhwVvgxYGqv9F4+uMfucj5XdW6bc2TVuRZ7p6/NSYFvLVNpdjQERLqm3uNttXrLbRRsH7l05LIG6ZmPRsSiR0O3AOzBWk/584lrYZ3n/ICgWYtoF+K875AAhi4DYjByWi/NBBbIPagaRXrkHBABrz8AIO+nQKo8+V4JYFk2Lk84GLgNWTlNJGdQDgHeT/zx3gVAoyLd0Lvgqr36ezytnvRd/hDQ1acElLlysgcKwGMULuOOEJC1aTEjd3PR6QAWRy4Ol67wgKDJBRbINyAS0OQovadi/MAZ6eiHhvQCSLnASUIKUNdTnHpre7ijpWh8EwUyN9lMNomCNc+ld7XNU30HjkMmY+GXizcZqQMKAC//iKaKYou40VQ3UvEb4YyxcWJkR0xIY4lKAZGhcL83iMudRIx8279DPAyKcwnRNNCXBNjLbQw480ETqBjBDxQQdg4qKIRL7Elg+RFcH3e8Mqmw7DdZf/JbY7nnnGLxlDjQ2OuAzyvJlNKOmD0nxJRMQgpXd5ZHl/X1OnXMbUaXRSIrIpxP5P7F5zJsXJlkBnlMokmJXjnlkdj0ypwI4yon3z9m1mKAl3foNAW6PjEdEWlLLZ8GcdmmWqtgv0rDV8myk0dLIRJKDwAHYs+VmWJ+e2hgCOi36l36Y3n1W9RvjAVpiICtlYPg1O9iZHELMcHfxfrtHqrfVntQGzNmz5BF/HbbPuP+5WmkMTIxNxop9GJnrIrA8wDmR0u5U2zgLpytvujY6LFgnn7R37TblAnFz3Zub+W4E+7Br7olUsSWs37Am/+Kekrpdg90Dt4nhobhvzoA4MhWJrIIm71fdOlf1FKCdocDoMJdHHOjDdwW3RdZnHazAHvApaAwt0wbuhmXJOAvd4CJSghJEoo5RMyQhmhRW4rO/T3gPNwJjPeyAlBvnBr7SGIogdpXVMoiVeB2DPfgs9VeVE9QfmJmfIXhG4RxUw0jeLgsBv1Jhb7gHjsiswAp9PgQSqcAZAPe0J+GHo6HjgaUuYw2d7GmRIc5kw9+AthZxhR6TbZ+u/robuXmGC5WfhjWvb77d6kZlpgNy9QxzXzTw8f3F3qnz6EACyJJ4e4D0qh+sTXE7V3eUELrdn0oS1jVZJIap8nTu4Z5LGANEL62ZkMOKveM+dAUs9CxS8tt0h77lUfDHyOXVYdvVGXR+KdxaTWaMmdfEc1+0mhrK1XuXR9e2GXw3xEBlLYBbbG3s0EAtwXMHz9CPYZJueCkKt4A0hfGiaD7P/IDMctpJkN1cAfArWCCd6WRkGyvwh+vUUm8KxgEIPiBR39iBWK7y27dYmXrVDJFYthbtwA8noXYq9ys2EGbM9LRX09IGdRUv83s0kcacLnLgGC/QIHTNwPN0kHhLoDA7tNI+WS87ySzlAi4znJ6+NKWtEsmGm06ggcbV6ZmdxNKJMxDlvajyCOlrX6uvtCcBfWOI5N+TP8wjKtd4WWQArKXaf8RKkE/WCVKBJ7dyxqGW/RbK5XzmcjwUxGw1nMAt7NSyRRVThr8U/E0tM4JxZGiQ1ENmbhU5/BVP2PfZjWdzEYqEwwBGJqbi+gkn8iW1J1kAZ9qtRJQSjuio8DLlGgTjBvPIDy763QQrj2Wd+Go544ozPPziw+OC80+AS0V1vGQnqhwvpmvlU6A7xfVC7DyRb3xK/rHJ6zajTqAKW7iUC9fKKvaAuEsRhlispNL7M+RR4JBMQUjRFrcYI+wDhxZz2F6iC7X84BQsYz0rqrd0lb27pLtki/F2S9y9bvNWVD+bOekt/PA81s8whnjuYmifCQIwLFZ+fw1R+lRYzsS6VGTVgR290MqhSxD9laEcg22nU4luMq9JiKVOV6J9Y+cs+1fP/RCoWpvu/+tbh1AL5tafs6Dm4P3CS6E9a/YhV6bYxXFVI67hW0+wV66ngHX+PY4+aRlGTmw9YitvvAvawrNb7eDUgsiTl7g3G+7+f6xBBUV0OA20TmVnlvEosmGblgJSTxK44naPsC31xV5xAyoN2bPoBIFQF8SQ2GILtwnJeqYct1Swrp0MDKP2X8XpZucVL/LcVD7zPWX0T/W+0qgw60PFy+OhlRxdedqRNbmpucDyAAQuOxlpsiANyVMr0qsBCYVhh2VTt3J7fs5GWGAhJhRA5GIV6BZjm//bRhHJoWMFG56kEa1YyOTsuT9lAw67Op8fUkK2PGqNXnKlBAW658U9d6O2Y+lASmRkQ6KFDjK8pA6YYrJCsFHbzck4NihLv6NYUubM7yw87cEAGlz0iGJ4dd4ADIlPxLpAB6ZcmSjVMUbQErSolb0rMREg3I83AJwYSbfNXgLgJcCFDmKeM7MaZQEFwBc4YEYCmRi3H9HP0RMjXhzy1meq1/veAH8QgPfyw58wXOf+y0qnnyifVJu3kh4b8Jf32LZTIFUhYVPfQ4B6HETmGIesvlnyt/2mU1vMDJro7TiBf5Yy/ayqoWURGqioGDZoZHWt/Q5WLokm1zwjTGg3w8erBLVJ4I/3B2AD794WXbKdRn+pt0GCsymmaSrkup7XPJX6b9gyRwmOAxASCGRICG18zqEAy06QPnTZJl/AHx5ExA8bsC9ukY64igAMP6EtBTk5SrCQXfR4Xxk/Ekd08mOe4R4X4bA9vZFRtIDUKRC+UT2lT49Od8EwNg0biG+UsZg3RUA/F0sf61TfbHm4Ae1SB930G+/MOR57dn331DTRQcx1hnjS6NUeYD8NoFZ490kAE8ZPA4Yo9WtaKQ9AlVuemS41NhD7lmSZBamaExvA5sGKKB2m6asR2ss9xz/7uPuVL3tlXIGnGG3edLwAP7umAYlE+WjQd8rcFl61NYQel63rwOpEeTjAL4aUgHUnLmRFYEjcbgP9tJF4SoQEu4Az+ztxgmj4ge6OwQwe+6+rQzxdCUkopfNzJY5Ha7qYpemFIB+hzIZx9o0kPwcTJDkGo1AnJgve69gK98CwRdJuSuRFrKtVgbCcbcpMtWYAByVzPNfOexnjNzy0tqdhlBRpa38t4Bbu5B6efPLhVfT0w4YacXjmEXQqbDsUMcTfC/x8LVZTauUsxeuhDRn4qdqaOdDe2NCApiUVWiG7W/lsFXMwbwcVefZgJ4ZlMpeBwUA7n9ZAFXOOI+WQsTS02kKKgiAngUo0o/kMXRRI5rGN+NQSIwk0ojGmNcuIvqXJAkFCKz9F7Tht+8IzEY2yYTDhw9zLuHZ6OAOFzu3WQ3vyRspixp4tonL53ebX60MVxKftEDz1xwMcOOGCZighUoirKPAG94CpE1B02VMYEqgASFLuSiCkHaqiMnsPClUqTA0m506D3eBo4t4gPYPiwCIf5oNqfWLaHTBnA/Vjrj10KeBuQDy03EBI8NRQbHShPnziOxgdDnNJJEOoCAdXRBu8fG35L8gQqNI/K70+QA0Cng76g3TYEKKBwpABg1g5M8AxOivHRyWf5PkkbijJ7wlViq+JGJN++0S+JsArtGLkKQfxjcMT7kTEIwngBPjRCNUvkb/BKLLA0hTb+dqb6RBCpI/4BTHwKt6zsJFfVVpL9MtUUs5hyLw/b2s+dfFps/elwJSJIczPScQ3qmZVDDOGLYnacVr8Y14y4tvvGeWlCglAeXGb1Iq2kzhwSpRlzgR8OStBcgJUggPWPe7KXDmZoNEHSsCtrMBsb6m9r0N0dxoyYMGzu3UMXMejy6uGhM8UPdLD+CLpi+LDVEEQQB4+QksPf3+4nQgjQ4rGJGhLQwJZuP4ujOlcL6YTvYw7D2w98jTLiX3ETE/xqQlUyHt3C1neVxsrq1Tk5n68Fke8HSd11NQFryMCFEgniInQWIE+RIx1LlISFYKNQW1O0agf9kZPtD7jGMVpW0+NbN29/uBZj7MbzfanuN/qLUJ1DFKEBwHtZMS/gSGUbzdLZypMudQ2n1HJv05TCo63jEVv/SXqjN2/388G1m+YwSAEKQAfDstsiJwJL41G5BVgZCCoU90SoXFSKCjaiWzcHH4dgJwvKDg/7ud27VcT0FZMkmW/LQx1Tk4bXACbIfcbGsdDaF1j0a5rlEa5zzw7GseXDDqFqD2XhFYWQvfbdYayTT2aKn/dx5Vkb5hz9IVuf8yVj4ywgAhzWJ/COwbLsOOxTJFWuyHr82aIMr864+mHtFZXpy2ClKG3rX/AsBS31dGyvoUASpnzJFFAh9vzaPnL40clhxQuMiZjKciHP0ree3I+VrTcyp7G2UXhB8ftiXJR/LwQQCNm1Slv9Zb+135J2xAZbwrOSDwDrsSHN6Ur4o8wPYOjJFgTcRiCmTG11SBjIcvBwF4k5cUw5DoN/BS7CgMye3ZWol41WwU040PqswldKfbFTmKmGNMNXcuC/h7oELgPmuKRGI2gLlpAK75WRohmQodANAzTXrSaFAAtYgWuhBJaxGJL68D4FQAQSdFoUbNAZDOAqGAn1wwU80EAOVswh/na4cA1n/tfh6euKPDmLwYwxTBDaNvg93Qrh4UlEAfkZrsKMpIBfKzVUM+Rql8XJGtWKiglRnkt+eFzdYhYPsuX8USvyKKXsLZK6SftWrqLBI/hS6XUQ7RMfOXZBKpFGia/jTC44QGDBvlibvRUehhSEVHnKd/j09ixwdKZZeT/AjfXDxAJUoETvb0AUJ2rjy5qOYED1+VYyNF5I5JcgQQGCZ819ns3YFpJNxHgslA8mbdurO8cMZqoMCUTe4Q44D133dWF3Xq3mylCEVYsIjGhGLPYzfz0ckPUsnzaNuk4Z+hvxLD/5CAWELmPoqG+zo85TU6CLOZCf6HPWd4+KoMdWqZ7ppYkZNgRwx1LhJhK0WMe/tFb4XRnIVIlUME3Ec5/SrEo2t/ONBnEZ0bKwOHSyEIliLQRZOkerO3YTTYhF67VMuSvamILHQoGbeiRajsx9I63jEXvwRXv/1egUsLQAyKQE/gcUqiyU4WIlB3nAV84cJiqicI2f7kGQR3qIUCKvZo78dUMSmSnIOOzdnTZucDwItg32UjEyck0EDrTi0WDGi26ePVdJ4dwrk9Kl/+Z+onBIDWrUv0qVt6BE9bM27CcLAdSW+N3wiYc4m+rUeM9YXUfGP2tuPHPhigICgZeeBAJOj5csU+XL4GQOBaUJEhRgtwnmtw/6K49gUoijog2V3mKAC8nEOcXFUrnClbX8+9+70t9KqvadFG9Rzo68wuvXdPtQ8FceMazveIEI6pdyijx39k2IIM0/Ou/G3h4/wA0jOSsj0Lt0WKFDGLRASRVwgY6A0spoRIBVKib85WIF41m2mDBMj4W3bekzQLZedlv/7T88TTMzbHSUCzROltw7E2qA3nZf6czh4Rl6dWuTgx1jyttIM61iVo+k/KDH8i4DrNAaxWHYPOISYWE8DapWhzdp9xaZcZZtDQuYJR+kG1XBb0PZ1E7oSvff460Hbsfh6euKPDSFCKIJngSRlYAcU/t5n77YDqy0EBEOgFyQZ60MCNI4nSF92X4WltUv1/nCK/KFLME4EWXwAnPNm5oAocAIqyQM89JRMF47L+XBWaAbcuhk84TDk7acKntc0XTVYkwbDELFOiBBEBzp+dDiL972cbfYBKVJ8I4dQlHUAumfAdnZfhqzaas6B69UjkZixFAVnPVDE/qpspaq8REUAwqsjnGOz9oqfcyEAwv21OspaiANw6G8BBuV4eEoHhEOaM/Rw+iO6e7glX8CPXALFnIDI9V/EDADEyr4hZMVglMBmxRGKs+B5uHTEfa0hz51VpF9a9vPllJn9NTc+It8LoWEXRL8gTEmIqciNA3QdD7ooydVbAJ6pV8LHDKuY62+g0zMvdECNmMk6Uv2cQtle2aCnOdMgRad23+UTn6+sDHqH2UHs4GOYhw3M1ZH29Seh1UoBAUcazAissr361gsrRx7yeB4yvucMaFFKZ4q4YSWjRItRnBzWqotb3T5pLy2fjonXeHFKaDv5rAFjlv2FKmxZ7G8IFrzkTVP6GmBdInIEQPI1rKapgn+zsWMwnOfN+gMRz8H6gTYfq/cbBVLG7tTMvhSUXjPm0h64Jmoy0MMtZ6C4GLvpV+eN8D2UnAkPVa097deocUzJ29MYCit96xFpfSG0vvU8Tz7Rh74ftuacacoVwxcMZQTi4sfiAUfPVcqErw5IJiYY4eZD3ytdYe0TnL549t3VutE+JSwGAxd8FM1E4poAj+zSF/2EW+m3PVHgsFznd1toxlyAAgB+Gr8dPfeLS7Kr+26YpSwmT3jNl6IotUvCAs7UTEAJXoQQv6yYTEC8ninzkgTT4wcF3G/633DqAyklKUnyqzU/XF77r0lH3KPUABIDi1RdiFsmIF+gbWU7gfiDF0VEA7n15bSZaVlX4z5RtMdj3uWly4bi2I4g4eZQ1FQWTKVQYDf0yyksZfILTtrnK/A6NOWPj33015KnYPj1ySs335nqBgU+hHQ4gdXxSSCYJ7kzZllds+9xzw79CBGrO8v4mIwOsrDInuYCQgHmNytbGGLu4tP1GddWRyMwoz+WQgmtSrp1OdxRlwaauFnxVWyqcjacV4WABn4CqzTaK8gszRNgZ3dFhxKwTNb3n9wFevZURhCKXXgTj+ZxVAaTivvWEu8AsCEDLW14luJWvyjsu7CFvft1Vm7MSc9Q0gPSkOpflRyAEAgDAyviiIpEg4XPLe0Pe6mevtJuQvTH2zRPFP+tF3lldJdmXI2Pvv+l4gErUJU6EcFJdMoEzlAvBus0eM8mEBhr26Kp83j3lnlYmb0aY/m/dBsDOi8WiY/80ZNO+SIFLJlhLAn8TwEB6PkTM9V8L8fzAl38IcJ8HWP8ArnPntoL/6Q1ggL8CfSUvi2R9tInT1Rea3DvjWej7OB7g8VfEjPe4f5CzYMpXmvIdnn5LnfOkp3yMLdSUAe2+jujRHK3I+W9j+y893FFjQwmdt+fDp17z6+Cz1DeUbfU9a6ixFFww7GmIWe9VBkmaZwRP43tmWS+b1YRQ1+GqLg4Wlk6psPqMwHc9ZK13B862AIIhh7K8WeuFpuY1q7vX6e6t0eU0GzZWKHJXSvbUMGig46Curw26tdlSalM4CU1CvLRySWFRpuIjl+HOFyryibE1t/tzHvArl2impCer5+DKR7W4qQcRw4QWGMb67W702+Ix7YRjPmccCebg/YOiiLoLoru+5uP5akmJeraJm1tfeO4DS5gAYEuX4C1fHlmTKvtJhRVznTtspjNqEElRtEmahvWMUfWjOuohsreHIZECqwpUM77x0EDHPm0xRrxnqgA+W6OYdjiTPpfwrKpeX2+cEse9FNpqNPxF6LVbu3hrV6mUyz4yi+J6BqUUBUcBgOrJnvRgEU6YhOCJeUHdWR6+OiZLaTwjUPONqm3HI+fUNzcnSgb+Lrbs9kBwJRsDL90FQHwgW9s0IMUyZQOgxrKDKKCxSlP6H3pPv8uTV6XLsis0+UOY5/MFAr3dGgiY7qxXpcL8ttn2XJ+9nzu7uFhdwBBPqny+W4He7nNb0wvRiPq4TJjxoM6mvVA7BV/fT4pV+bpb14iGN1SYrwmbJDz9Nk9elSbLnp2r7rtN9n3KCVdZGnA4dcQTU2BYMTxB/H7XPt+u0tIDnOLUU/n/pp5NL+3j73h7WEnmkfgbpwoacOzTGQtZj+Bhf1iVl+Ocq1azn4tcl8+xasT70hFvReHkT0kC0R2NGaoZLWEIwGVeANQQjnxgITIN3tvAYU9eLPr7SSHehf+6MOD3s5/83tvDnlvNMZU3WnpE4UxN41qKyNJH36KeA+2eCpfBqzm0JV5B8GjWH99tsGus5izut3m1qK9pqFPQcXh9YtJEjyF1BAA5+1uId0EEvLfh1Nv1WWxeY0PT71B6tOpKjp3Mb5j0xq8/HpQSFY7lWxpRqtI7iLJNNRKzk6S3iIAYCgEICCMjQiBlBMhReHt9nr1GrZOJFBcS16iJh98HeADEIxOkNxGoORVwv7aWAn9kmyo2i1osZUa4DYBPm4s+cXbxD5ukmtDMAuiVquxXTENP/otxk52ivMYuim4yhuuFTwoRWN/q9+0qpSjBeIGKNvnMLPL+mfqySG3/9PcQfADs1zBYaNxQ9bJymV6mHoTBh7DnhM+7t0ZF8R8eNCiKzAIIieNFSaa879Tbzqqs5VtauoorXlDpXq1IUMOXC6HwBTvTb5Ol+0sggMYXFECHp7oYhcbG0yPRCS0JwAPgvkz+egmhu+jsCTiPuXifC4CKQu1Og6KoEiA1wNLTlqazOufuGncv6+6tUVA1hp9qV6xZSWaowguWIhWKiGhjmUIyaVo5CYQ1KD/AvnNBDVBPJvIG/OVujIPkLCA9hgblD6HU5BQuWk1ZML3TMe0CGjM4B2cKfsB9yB3JNGgqYqrq1d63rZo3x1aeDfmUN9PcsttmWcZKDmd9Jjq37rTVF6rbtivLziXzIhpo3KbN+Lcgla9/ED8kMQSA/dSvAmjVAzErXPhCEHrGvCuF9QE994z+ZUO0vWBShBlT6nbbHEvykqfTVM3BR6fNbp/O9Us73+8WAKE3IDntKUCzTJH3iv7rwJarmQ/tzmpPORvtPpD4Wg2UsOGkY/n2YPGBMstXy/W7GpIvaP6NACvAWG0XLtrMWWDK9iWTwyYx5QCgvvt4km+ZUqBv4vJBMREQgU+/JAA8Mt5+dTo+PFFrtWf7Dte5+3n0jwXkaxdSFVVmzJ9+XXJTFkF6jze/tp2/6nF1cejiFBTO7dAyG/ehaTrE8boF4Jy1bkMJd53nDru1AOrGhhmTis88Jmsr43mrxtsf8Pa7pOMGNV1ZU51kzeUwCKC9TOnMfL/ldWvgqidwL3aLBgxr1czPYkc9JANtOohzjj3bKd7ndPcG0BugAcdGtfZVi/di7CzrmeroqSIB0YXLJ6KnTkuh8fRY8m3Lr/2AW7WaSd4U5eoV/D4P+0k33z+eBaBaSJFzNdwwnHubZOXjZaguoDzqauvhqnMaZzL+APfVUNUrVvV/uw3Ha4sy9cY/0c/rSxsrA+pXHQ9O7Lx2HYDbstVA5OrS1Cg8ygf+YGf+V4lKgD4RwoFuDUA+OTa3eaBsuxv9LgDP7GZR/miC241dYM7soVeNL6OT1qiRoi0VlJhCjcmRLv8d3/4aAPTCcS+8P4SyrS6+q4YCOuq0ihca5WUx5wBUxrELoE85FfkGKTUUQJ8w0lJ/EvBT31fSBNl6ZEW2YgWVrpA4Pnng+QoP1W9716mtu1tdWP68jv2hfl0FrVJLT/j4p+koGidylUAAQyRpfN3HHS01Z0F/4tyLR1FaX6h+7yndK/rs3JXh3yIRDEi5B4pURkSaGFXiNkxCEADwyYDsrFSEt/M9n+83bggBFYXagwYit7LuVJ/nLatnvU1B2apf0mrWbgiXTxEB9lro2NudvjYnDd6xUa01tcmKewAggdoixcqcc7ZD7prWupoTxdqFlObn2ryclZGRryHA7eOtr+/Bde/jOXBf/tbQZae/JxAmw2GvChDGdxSPgODqqiPHQ0ScckN+wG1w0U8OhfvI9fkQfE4lQCni8wjfg3gX3X/g3cd9vt+4pPeqF6DSZGB+uiFyKSEBS5FiQ0FHy685p70pcN1XddhTddijoKD7N7V29UoqayblWvfFEC636EqABSsmtBYQQyGJwiQE+D5iAcz93uThJe5rYtVLNbjuNmXB/E5HOJhEhsBNcd4jPFLmARgCjr3TDWDu3AkXz9QcDOOpcm/idWDyX3cxhP6WSKbBFQtQt/bl5jaf5hW35IxiCGg2rXGW2/RnW+gXVAAIwFLGFL9jsO1yti9zJ0k8pZ4Pcb4ewyGkkgBCwPnuuMwrkRCBvi8EDMulpXjJcgDSACWjADE2DgMicKZvetbNxPD0C3XOk3yXjQba3tQJP7JUve52dVldvhoaNfklzNLcldlMNjmHln71pGBS8f4hk5JQgZqgqw8EeESNqEiQgEFNG9QNIbFhRAwFrg0tnisijY7HrSLhRiWD+NlEMWnlEiDx0yQ4imhH0Weyg95BGNdUMYLH/J6ZSFW92wwj2W49WmrtKtaraeJHRRKFNts7kIIRRQaFlHkDg3cQHIx8yNecXiJwG3WnfN69NQAf0xyTAmBOmhfwX/TSRapwdPdJ/x2ccWsBfC/jQTRs0vJB7LVQmjBAK9OlnYIfge1ANwT74kx53qmCRPsOrbhNO/TfoZCfp5Uk+cjs6JHfWkShKPY4iXdK/wSp73YIocbBa7zieyDn0BJtQDJDLiYaCmjLf3wMMQQpqCGCa5yaBcdGVePGD4Oh0OC1IcX3QKbOS3L+xoQhhzJ0O0KhxoAQTMdgCqWInpUJ5lq8U5p0aNotoZB5YHBoMRkiKVr6Fa1FiPkNZ7CjE0C4LabMCoZHb/fgCPuOE0AkO3EYejUhrLI4qiBFzdj7RW7Xdj0F5U8rk3wdAP5umvuwVUHBUKLKXpKXzWRLgqUIrG7icNlesYuJjMrp84cAb5i4ggbMr6485nP5ey4xWYZ4q6UIePuF5rdPBs4e0y0Qak83EBk6Gji+R72e7ChtMqrPPvXyK3p1kV7KVnX3h0KfuBM1ezJiCQm6JSSZpZPqqvv7+5hcceAaAfgfkF314eNBKVHenhDg1BQgHHJKA7qfrXD7qgSAFoT0XCYNKdlZCvwTrZhPEJSCSsG8DAWQcvjzEbuudE+Ft3WJJzx0Jq1RM0igePX5aK4VxyqKXGaAxHDS6vccMkIIqCkcdJrJp2NMeBUB7U6dp/xk4WsuvOaSnTVnQfmzfQA0+RP2j6q2gHDG2LGRogsaHSAWU+9bt9a418dOIw6jtQTZb17hhKCWgumQAyRzuhK2BR86d9f4XncB8rcnQIMaK9o/XvSLa2gbiw2YqwYw13tNdB1qCnzBhan2tAupl3eamYI1kqrg2Ki2rFPXnWDdB5rL6j1Uvad9DyMWnWuqd0naBQ00bFTrfu6QSUUyMBQ6dulYw8oWu9vT5vS85gSc5gUwfXQOsxgAdwDrMRbXvQDcvUDvBJOSaiGlWqjAQko5H/MUeQDOB+74Ttm3vGh1nKNixvVRgAtp2Cv/yJaNzKTVtUVgtYPj7o0fvZpObHqnZsFSwlSWtHf6eOcxJ+9zBQQM/MZn2CQv5X4/8ApwVVuVEPJeNMvMTn0iihc1Sc5PCUqAXpRIVxQB41G/9/UygLcsoxKTInQOEnbts5FHGIB+coLx9f7noAyqhRSoGK6zmAgIcrpIToSr3qWnBGXJuDOZBDa8qLa2KSOdUfp8ykuZ3A1286oxHm1VKjQ7N3jLnT5XnXrXyiRJ4fpEFD/eFNkLDOSKZTSCQPEhNh6nc0y+AVnJKSlNTipkl0w7J0XgNlxnvd4TbuGqD4ClgJZicRXAx06D77rumLPT1+Z0nuKcp8aV5IYCWnewDbMm6TJlOgDGfR1VquLIStDKqBEVEyQBkiCprG9M2Jvzi5BVX04JvnCEBQ2c26N25X/mPNzs8rngsyMhsYSEK0d0+FoqUe5rov3VGqmKGgXUlqk0OxqiKVvCKTTLf+HFL+RpYyvXUqCWRtPDFNYD9XJLylPlSGxeiYzOnbR8kOvzO94KeYYVA+j3m2NOKGIWaJJEEuQEUwVFElTW1BgLEkCmO8lAABQ5k/OIJAmGpGbcIUyShCozKQ1nxjs6Jo5dI+xaecCFngKVE2OvpwFH89gq7b4m2l7ZQoGL5m2S6MXnZsTeryuXEObPPiOoGB/2x0+n/zhHrVxr9oVQuqhGQbnE76n4flYJKJhxM6s+i1jzgYPKjD203L2C971jvt9ckMQ5x0a11mQJW8NJoGOryvnDj6yvbvG97sLrLtVCqn3nGt/tl71749aoDCMBsYQE7UENmaUregLHVlkK642o/z4ADQXlc38Pbig8OCVK+R0oigxM7mDklKvNJ2uvXIkbYXkPlbnkyY2W7MEqyRArVRlKiwqKUJEEclV4ZOxpCkC348d8z/iWryCxMj+PKRirmkwCaQtoSghaylTa12qjPSphOIroDUv+nf+qb/ALXnIcEYDiBxQ1m1L88+KYcnbFTxXMaYPq1RWSNGbIofRsa99lwe/vw+3B6OslLF1CkiBrDRqdwSLpCQRgKVKYCzr6/sD7/f7Ie+8A3Oc8QoGwmhGJFUtIEjTm3QJAAdplipU7KgBamQH2Fk1dtetyFOpVapl3SAJFoGGdqnqtqq6NJd5uVhZtwBykLVHr/C7dTjOTvyZsEZ8UqvmE6g29sEvvucCdP9tpWEdKGhQAGrBUrSR+4FfkZFOzKUlhTrAN6IHV9I+FdwpDNwdj1tSiAMsqBk+Ox2RTBFRLFFTm5GnxUpbLWn9DhZLVlLxMzE8qwo2U1C11rf+mxX2h27JwcGaztvIoMC/pzH/uJrLkKgdFQFWgQGjcJGEqWxpd9zMSBJCRQdOY27pHGab/jofF6VDl6sOsJzRgeTUv/PyZmoMy3C8731eg0njDS3JiyfxMYOOGpWvGgydVBDpcOlX6ysiEsdeLqGrynEI9CRNuJNIJIFeBHgCggLwchWWrDgv1ie9KzOkc75ZIWsu+gKCEX5kzAyn1Eog58H4h4qqv9gXVyk0byIkcSuoFpPoNvbhHz/6Bv/QJ13eR5XpYBvzKTbpJNagwFi+AKnd8maKB6s15iUfsNxTiXwlKCHbUaWWR4focSp9TGxquHbjOy5xOAAKCKN4cd06SAKma3H/+N8GKDKJOqVH8l7viJa32Zy8nsKaZniCU7PHAhfMyTuTs+QRToAHIiiWEPqq66zSQ9lgaotafsVNRi5XmSTpYoEdo/GtrM+kVL2qIfwD+5b8PPMyO/pcFoBbqhasu6U9mAX68RGXYpJ+Uz5bng4BwZCtDFcgzRGT04jKQBBBLgyIAUw6FnHYAGQRUJdm4GQCgylUZ1i6NFBJIgIyjQQG4lZLma/OpFwZf3jzuaJLB8DSpY1slG7EWLiJX14q47tZpQMq8dT5G8J+4ls6HYZMeSbMXfs3x/wMeY0i8ew02zgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1132x24 at 0x21CB11DD240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "219 242\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1132x23 at 0x21CB11DD400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import cv2\n",
    "import numpy as np\n",
    "from IPython.display import display\n",
    "from PIL import Image\n",
    "\n",
    "\n",
    "\n",
    "def extract_peek(array_vals, minimun_val, minimun_range):\n",
    "    start_i = None\n",
    "    end_i = None\n",
    "    peek_ranges = []\n",
    "    for i, val in enumerate(array_vals):\n",
    "        if val > minimun_val and start_i is None:\n",
    "            start_i = i\n",
    "        elif val > minimun_val and start_i is not None:\n",
    "            pass\n",
    "        elif val < minimun_val and start_i is not None:\n",
    "            if i - start_i >= minimun_range:\n",
    "                end_i = i\n",
    "                peek_ranges.append((start_i, end_i))\n",
    "                start_i = None\n",
    "                end_i = None\n",
    "        elif val < minimun_val and start_i is None:\n",
    "            pass\n",
    "        else:\n",
    "            raise ValueError(\"cannot parse this case...\")\n",
    "    return peek_ranges\n",
    "\n",
    "\n",
    "def img_text_cut(img_path, min_val=10000, min_range=10):\n",
    "    img = cv2.imread(img_path)\n",
    "    gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
    "    adaptive_threshold = cv2.adaptiveThreshold(gray, 255, cv2.ADAPTIVE_THRESH_GAUSSIAN_C,\n",
    "                                               cv2.THRESH_BINARY_INV, 11, 2)\n",
    "    \n",
    "    display(Image.fromarray(adaptive_threshold))\n",
    "    \n",
    "    horizontal_sum = np.sum(adaptive_threshold, axis=1)\n",
    "    print(horizontal_sum)\n",
    "    \n",
    "    peek_ranges = extract_peek(horizontal_sum, min_val, min_range)\n",
    "    \n",
    "    for y0, y1 in peek_ranges:\n",
    "        print(y0, y1)\n",
    "        display(Image.fromarray(img[y0:y1, ]))\n",
    "        \n",
    "img_text_cut('1.jpg', 10000, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-03-05T03:21:22.222856Z",
     "start_time": "2020-03-05T03:21:22.159855Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=651x294 at 0x21CB0F6FE10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[     0 166005      0    255    765    765 159630   1530   1020   1020\n",
      "   1275   1275   1275   1275   1275   1020   1020 162690   1530    765\n",
      "    510    255 158355 165240 164220   1020   1020   1275   2295   4590\n",
      " 132855   7905  10200  13770  18870  20655  27030  33915  31110  26010\n",
      "  26265  15045  16065  22695  26520  26520  24735  24480  24735  25500\n",
      "  29070  25755  24735  21930  11730  20910  20910  33150  38505  31620\n",
      "  32130  19635  19125  22950  20145  19635  19380  20400  28050  23460\n",
      "  23715  21420  23460  22185  24480  21930  21675  19380  19890  30345\n",
      "  27795  26520  21675  18360   6120   6885  11220  14535  16065  20655\n",
      "  13005  14790  12495   8925  14790  36720  35700  47430  46410  43350\n",
      "  34680  29580  39525  37740  40035  33405  46665  36720  36975  31875\n",
      "  47940  57885  39525  37485  48195  36975  30855  36975  33915  37485\n",
      "  42075  38250  29835  43350  29070  25500  40035  44880  34680  40035\n",
      "  27030  14025  13515  22695  36720  30090  41820  17085  11475   9690\n",
      "  11985   6120  12495  14535  55080  54825  29070  35955  18870  39525\n",
      "  44625  40035  43605  50235  44370  30855  30345  34680  44370  48195\n",
      "  42585  54825  51000  37995  32895  42330  44880  45900  44115  34425\n",
      "  33660  40035  40545  48450  32385  35700  29580  27795  16830  16065\n",
      "  13005  17085  26520  27285  48450  12495  11475   7140   6885   7140\n",
      "  10200  16320  34680  29580  11985  30345  82110  61455  17850  26265\n",
      "  32895  49470  40800  39525  40290  46155  43095  36975  34935  37485\n",
      "  39780  44115  39015  40800  32895  31365  36465  48705  46155  44370\n",
      "  33150  37230  40800  48960  28305  24480   4845  11985  15300  25500\n",
      "  18615  23460  21420  14790  15045   7140   8670  10710  15810  18615\n",
      "  31365  37230  28050  37485  31110  30600  22440  28560  33915  29070\n",
      "  33150  37485  41055  41820  30600  26265  27540  30855  40035  37485\n",
      "  31620  37485  31620  28815  26010  30600  32895  32385  26010  33405\n",
      "  39270  44625  24735  10200   8160  11985  11730  21675  10965   3315\n",
      "   1530   1020   1020 136170 160140   1020    510    765    255    255\n",
      "    255      0 166005      0]\n",
      "1 11\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=651x10 at 0x21CB0F6FF60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "17 27\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=651x10 at 0x21CB0F6FEF0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30 84\n"
     ]
    },
    {
     "data": {
      "image/png": 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RYRhJkprNJsuywPqgOoQgm+d4uK54PA6q72KxaBgGz3WWYfuBbxgGJCSgXL1kyZJUKtVqtRzHOd+Yahog9edZbrH1d9FFR3QZuov3BJYtW4YQwnH8jjvu+Pa3v43jeG9v769fe231urX//b//94cffrihNHzfz2VzLbXFMEy1Wl26dOn09HQ+nwc9TrlSboehlmU1m01o8CUIwjCMWq2WTCY1XZubmxtZMuJ6rm3buWwO+T5CKBKJKIpSrVYHBgYwDIMceMd1Liarnpub6+npAecvjuMmJydfffXVSqWSSqVUTRsZGbnhhhsymQxN0YlEIkBBrVaD0mylWoFeWwzDqtVqKBQyTdMwjHg8blomXJplWRzLIYQCFAARQozbfnVVVSmKYhjGMAxd12Ox2GLrbPd5t88M1XfP81KpVKFQYBhm3bp1nufNzs7KkYjje/6CnUe7Ybper69cuXJmZsZxnKVLl7ZaLZqmK5VKsVicnZ0tFot9fX1DQ0ONRoPneRBevX0xGEIix1fLZcjzsywLCWdQm/M8L8uyJEkYhhEEAUL3xfrUoatbkiQIYXO5HHRqIYRIgrRsi6EZ0zIpikqn01AXL5fLoiimUqnjx49vuWYLHAObIcuyPM+DHUYmkymVSh1fFCFkmiYk/KvVqu/7mUzG8zySJCmK8n1fFMRmqxmSQqqmcixnmIbQJekuLgZdhu7iPQR4Fq9bt27fvn2O4yQSienp6VQ6bRhGMpEsloqlcqlcLsfjcYRQq9UCMZHneTRFRyIRCJUIhkgkEizD0jRdLpcrlfMUyHGcwAsEQZiW6TiOYRhqqyVyvK7r8OhvS4fegTIrGo0GQcBxnKZpgiDgOP7666/zPH/y5EmSotasWTM4OAgJz2g0iiEsFo0BGVAUhWGY7dhQrIXnO4ZhrVZLURRBEBia0XUdZMwLU9MYhuEYhjDkeV5bh8VxHMdxtm0v1pgEYrQ2u8MN933/z//8z1OplKIovu8PDQ15nler1eLJJEYSbYZGC3LgJEmGQqGpqSnQVem6furUqUcffbRUKtE0PTw8/KEPfejGG28EAlv07UZIYLnA8yA+hiqyqqpQ4S6VStDcjBDyPA908hf7vlwsIOqFJux2i7wsy0HntnAEsTVFUjzH64buum69Xgf/nN/2Urv4Q0CXobt4TwC0YBRF8Ty/Y8eOV1555ezZs7br0hw7Njb23HPPfepTn0olUwghiK56e3uBjWiaNgzDMI0gCBCNzp07x3EcQRBMkoFIiGXZWCxmGAa8hCAILMOyDCuJUhD4JIYLggAPVsMw5ubmWq1WaBHrxwuA5/lyuZxIJBzHAbfql156ieO4WCxmO04sFnNd95VfvwLlW6iwKooSiUQMw5BlGcfxarUaj8c1TeM4ri1lghsyMzMDifeFzIoQwjGs1VBKhQKGYYZh2Lb9gQ984PrrrzcM48I5gLZuCxgIw7C77747FAq5rmtZliAInufpui5Ikhv4/vyeAC3IjUN+Pp1OQyMTjuEsy2qapmna3NycIAiJRGLDhg2wV1ismRhDyDEtkecRQhAiQ/TsOA6o9G3bBoInCGKxk1xyQN4FIWTbdrtzbLGcxOTkJEEQoVCIZVlISIRCoUQiUa1WL89qu/j9Rpehu3hPAAp1BEGwLLt161aGYYrFoiTLoijW6vVDhw5t2LBhzZo1QRA0Go1Tp05NT0+DaBbaWmq1Guhvh4eGEUK1em16erpYLNI0rev6xMRENps9fvz43Nyc7/umaVqWRdM0RZKGqhWLRZ7ns9lsvV6H+HIxwfAF4DgOmJCAC8orr7wyNTXV29+fTCZPj4+fPHnyscceA8eMcDhcr9cZhoFkgOd5oVBIEIQjR45omsbzPM/zmqYdPHjw9OnTpmmGw+FisdgOXtsRcBAEGELZVHr63DmSJBuNhud5Q0NDcIbFGAWK5e2uaBzHoScbYm5IYpumadu267qaprECTyzw5fSD88VmpakIggA9Y3P5uVgslkgkotHo8uXLQdUM/po+6RMEAZ3TbweGkOX70FqmaRqkqRFC4PJG03Q7aG5T5iVsPOsI8MCBnjfLssAsxbKsxXq94POGEPJ8r9Vqtep1hmFAvd9FF+8eXYbu4j0BUHhBZ/PAwMCmTZuWLFkyODz8ge035Hp6Vq5c2dbEjo6OghgbIVQsFs+cOfOlL33pS1/6kqIojm2TFJXNZhuNhiiKNE37vj84OFgsFo8fP/7lL3+5UqmEQiFZlsfHx0mSDMtyvVINh0KTk5P9/f2O48zNzb355pu+78P5f3NUKpVMJgMUMjU19dOf/hQy3gkpRRBEvV7Xdb1QKEDatlqtMgxTKpVUVYWOYVmWFUUBBbskSRRF6bpeqVSazWZfXx9I2No1YISQ7/u+7we+f+LECVPXwb4KAj6EULlcXsxHuh2Ft4vZbVtNwzBgB+C6LsuyNE1bjuN5Hobj+DxJ4xjuBR6aT3ef/+a8lffCPQT89C318rdDFEUcIQzDBEFoG5LYtl0sFhOJBMuy0BAF13UZBuj5vo/w87UAuOewcWToRc1GbMcGiZ/v+wjHPc9bbEBWF11cLLoM3cV7AhAkNZtNeBZ/5CMfEQRhdNkyx/cymazt2JquKYoCPaa/+MUvxsfHOY4LhULhcBjqhX19fRiGFQqFSCQCwmx4oKuqWiqVhoeH4XcJgrBtG0ZIqarKsqwkSfF4PJfLKYoiSVJvb+/F0jOar19COLhr167jx48nk8l8segXkSzLoihCqZXneZZlwdkDIRSNRuF6o9EoVMFnZmbA/jMcDkNACb87OTkJbAF5YBgU4XteWApBJR4qvoqi5PP5C/hXL6xPA0mjBU7dkAZQVRVIkSRJ1dBxggALz4XnATNL3dB5js+kMwiharXaaDTefPNN6CFG87o2DMMW6ag6vwbTssDTw/f9ZrNpmiaGYdlsdmGqGSFE0/RlGM8DZQiY1cEwDGzySJKsVCsdjycIguM4WLwkSZlcjuf5Wq322471u/gDQZehu3hPoNlshkIhsAYzTfPaa68VBCHAMJjcUK1WRVHMZrJwMMdx69at830/FotBVhnNp0az2awsy0uWLEkkEvl8/vXXX7dtu6enp9FoLF++vKenB7TBAwMDsVisWqkkY3Hk+2NjY1AS1jRtZmaG5/mhoaGLWn8qlYIGpNdee+2pp56CVLllWYjAr9iwAQZUI4SgYxjmNJimmUwmwX+K5/mXX3757NmzMGaK47hrrrlmcHAQ1FKu6yaTyXZ9FJp0LcvyXNe1bJamW61WPp+XJGnFihWRSIRl2cWy3AtjaLSApNtO3ZVK5fnnn6/X65lMxnbdSDxGUhRN05DkgMM8z4Pt0fT0NMuysiwbhnHq1ClJkkRRzGQyUFY/ePCgaZoMw7Rf5a2LQciznXq1GgSBKIqGYaiqOjQ09L73vQ8OgDI2RVELM/O/VZAkaVkWJPnhdeHexmPxC/yW4zrT09NwmQRBtFqtxXIYXXRxUegydBfvCZRKpVAoxDAMy7LVajUWizmOM1cokAydSqbisRhN0bqhK4qSSWeWLV36P77xDVBagccnTC9QVdW0LFBEJ5PJnTt37tmzp1ar9fX1bdu27YEHHhgaGnJd1zAMSZKSyeThQ4dS8QTDMLOzs6tXr56ZmTl58uT2HTs8z1usAXmx7xMUNTE5OTIycmhs7OVf/3p0dBQGvt52220fveeegYEBXdd5nodOqt7eXojjI5FIuVwmSRJ6aiuVCqSF0+n0bbfdtv2G7e3zw+REYGjQc5mm6ToO5gc92axpmoVCAdy8Lcv6DevoCxXaEP37vj8+Pv7973//yJEjyWTS9X2MJEiKgpHwEH9Dgl1V1Xa3FUgBoNsKIeQ4zuzs7M6dOw8cOKAoCsTli3VbMSR17tw5mNsIf997773rrrjCdd1Wq4XjeFvy5jgO9dunaAInoDfasiyEkOd5c3Nz4+Pjn7r/U52PJwjwsKtUKitXrpw7d+7KzZt7e3th19hFF+8SXYbu4rJienq6v78f3DyGh4chdFYUBRLL0DgL/lMURfX39uqmiSOE+UGz0QiHwyxFV0qla666Gp74C8ufCKGwFDJsy/P9SqUi8EJfXx/Hcb7vg+/VunXrBF6YnpkeHBwkSRJD2Np16wgcD4Igmoj7vp/KZhLpVFNTwWYrHourmspxHFhng/wKIrm3S58K5dLwyMgPnvrhd//ln1etXVOtVifOnFm6bNm2G27o6enp7+tHCDWUBuSu22Vd6OGRJIkkyKmpKcjDsyxbKpWuvfbaQrEQCoV4jveD82OdgFMJggA5GIYQHiDISC90Kr3ALKy3/6g9+Au8QVauXBkEgSAI5XLZtG2KZTzfb8/zAE0ZeJi3bcgWAsdxaIErl8vlcrn9/cWU2KIgKIpCEESAY4ZhkAyNCBzhOCJwKSxjGAaDpTEMIygKlt6RpCHIBtOV9gyVmZmZnr4+hBDMUGEZFgxGYMAoFOChahCgwPM8P/DBsZznebhGGBx++PDhxarpgiDA8C5N044ePXrFpk2zs7Pt0SlddPEu0WXoLi4r+vv7EULQAYUQgtYmhmFgih/wkGmaYK2FEKIoCkfIc5zA8/Kzs9FoVOA4HCF6QT3V933f84Ig8IKAoZkAIYjbTNOUJAkqixRFKYoCzUsUSQUosGzLsqyQFIJnKUGghd22DaXho6BYKqXTaZ7jEYbZjoNgQgZCPgqwBXONAxQkEslnf/Lj//2LXzxz8uTwsmUczw+PjKxctWrDhg3Q0esHPoiTMQzzfA/E5AtHV0EawDRNNN/33JZYg9D9ou4ztPOif9sldQHjTJqm0+k09IlBZxpFUQjHPRS0B2z4vg995OBB1vE8i61zMZFXS1UN06QoiiBJx3UDhPwgcBexGr0A6UGLdvvq6vX6rl27Xnv99VAk7Pl+vV6HjjvDMMLh8OHDhyFh0HZigaGlOIYH6PzkTYIgzg+kYtlYLAZeNG8HKB54nodbVKlUHMeBfMDii+2ii98UXYbu4rJienpakqT27KapqSmGYWRZBvU1pGdhthJCCOy9OI6DDt0nn3xy+fLluq6Do3Lb4gqCIRzHAwyrNuoYjoNj14kTJ4BpfN9XFGXXrl0QM6XTaRiSCMFie1gFAB7c8HTO5/PXX3/9VZuuwnEcxOSudz5bC+GvP49mszkxMTEyMpLNZufm5o4fP7558+Z77713cGAQIQSUTJJk24i7bRHaJhVopG5nkuE+wD8dx3kH3cDtMM6fD4IvwNDVahXHcdCapdNpUHuZth3gGM0wgiDwPA+9T+33riMWW+divwITP+F6m80m9LLn8/l0On1RFwvCQCBXnudt237jjTdOnjrFS2KAEMznLhaLjUZj2bJlrVYL0hULC+RwZ4CqoQMN7hiIBxczSwERPkwcaTQaBw4c4DgOnHYuav1ddNERXYbu4rICJlKA0KlYLH73u98lCAJGF5z3giYIaEIFJshkMjfddBNMM/yrv/qrkZGRQqHQbDYXdvi0vw4wjOE5mmEg9IGOXihLv7ZnT71en5mZwXE8FAqB4yPHcbqut1uE238HQbBmzRqo9Uaj0Q0bNrzFKgTIFbgZSP3pp5/+2te+NnP27PCyZa7rDg8PX3vttSMjIwEK4DwQE8NJ4EohCodft1270WioqipJUpu5oTcXLU5vF4ULtyrhOA6536VLlz7wwAMYhvE8X63XRTlEzY94YhimLSaHMm3H83T8/mKJd2BoEGzDmLJsNttxzMb/8urAFU7Xdajx1+v1/Oxstr/P832wyHZd19T1dpYC0C6RLFw5fKjaDN3T03P//fd3fF2WZcvlMujeT58+ffTo0bbmrosu3j26DN3FZQU8DRmGYRhGVdWjR49OT0/TNB0Oh8FTGh61aN4y+uGHH85ms9CkBD0tLMuCuzKwI/TGAJ27vu9jyLIsiqLq9TpFUbFYDKZFXbl5syiKoEWC9HIsFoMJVMCFkGOH4AnH8RMnTkCApes6RNuO6yxmpQlXtGLFikQi4fv+8ePHlyxZsmbNmqVLl0K7M5wfx3HHdaCM7Qc+whCGMKBtuFjYH0AMB1ZfcPJL0gfcznt3xEIPsk2bNmEYRlGUqussz8PveL53vgk7CBBCYTn87peEEIrH45A8oGmaJEjP9+CfF3seGJ3JMAxsyxRFCYVCq9asaela4DhBEIBNqW3bjuNMTU0NDAwsdiroZEPzt51hmGg0+r4N71vs+LZYged5EIh1U9xdXCp0GbqLy4qZmRloQYZmU47j2j0t0OICNAnZTnAQq9frjuOMj4/DZAiGYeLx+BtvvAGdLeQCEBgWjkWbrZYsy7VaDcYWVatVnudLpVKr1TJNE6gIeLFSqcCQacdxNE1rJ7qDIIhGo4IgYBgGlteQPn3L1AoIKEFbdPPNN99+++1hOXx47PDf/d3f0TS9dOlSDGHgGcky58XVqqZCeAqP8rYPCQRzLMtCFbM9etJ2bJqiL7AzWAye5y2M+9t9zxcg6XK5jON4q9Xq6elRFCUWi/E8D1TZJs52xmIxn+rFwv0LZOlh4wWkSBIkRmPvQAgNEn1oA4PPzy233LJkdDSdywYItVqtTCYTBIGmaUEQvPDCC48//njbAaadEUEEQgiB3Kyt9oJGdk3vXIc+b0qKE2h+tyHLcqVSASVEF128S3QZuovLivbc5barIoZhpmlWKhVBEEB6XavVwNYKzDhhxOHAwMAXvvAF27YJgujt7Y3H4zCiERKw53OwFDVXLJTK5b6+PrDwjMfjMzMzqVQKmp0Mw0gmk6ZpapqWSqUmJyfj8Tg0L0EEbxgGWDzu3r07kUgoirJ06VLQAEOFss1AkKMmcILAiQAF0WhU13XDNEZGRr761a+KgogQyhfymXTGdmzP9+AhHiwAnAeSqzD6sK0Vh+e753m2/Q4ZGggGWzCNCr5/AYZuTw0hSXJiYmJ2djaeTLZ0DWEYMQ84G5r3UX/3sCwLLLjz+bxpmplMZmBgQBTEdr3/N4Truoqi6LoOezuE0Lp167bv2KGoLV4QQOUA/qO6oY+NjbWF3O0ztAN30zR1XW8zNKRqBF7o+Lq6oZ+X2aMAdmOxWKxWq72zu9FFF29Bl6G7uKyAGBSGIoiiuGrVqoGBAd/3KYpKJBI8zxcKhbGxsbNnz4Js6ty5czMzMyMjI6lU6qGHHgK7q1AoBEqxhQwESrFcLuf5fiwaAxdMnuM5jotFYzBRqqW2oK0ISrww8AAhdN4Da569giDYunUrgROlcgliaHhYa5oGU5yxfysrxhBG4ASYVDuuY9t2gAIMYWAKBtJ0QRBAbIxhGI7hPM+350O7ngtmHeBNDYotWAYQ4Ttg6Ha8+xseD1kE2CE1Go3HH3+8UCjEEgnwFINVwabKNE2YbNHxPBerFGs2m6B1P3v2rGmaGzZsuPXWW9euXXux1ugw7Bn2fKZpNhqNmZkZ0KDhGM5xHLhyEgwBwyLbDN3utgIbVfhwwswVeNMhxWLZnevu7bnRIIAHixXwabmo9XfRRUd0GbqLy4p2UhHo5/Of/zw88ZPJJFhyqqr653/+55IkqaoKAdbg4CCaf/RDdbbRaLAsSxAEDHIGHyiKohrNphgKpdNpx3UYmnE9t1qryrLs+R6O45quQQY7lUxBtxXLsqDQhmC3WqvGojGE0OzcbCaT8QMfxlzCmMgABTzPg3RLaSpQDscxfHZu9qtf/ermzZt5no9Go5FIBOyxEEK+7x84cKDjfQAPS1VVI5EIx3GPPfYYFNfL5bLrurlc7m/+37/J5XKu60IhvOO4LQyhwPXI+e4gyOLW6/VWq9Vqtaanpx9//PHJycnBwcFKpQI52MUY1LZt6EcCcbIoii+99BJJ06qh+0EATjKQ86/VagRBQCIanNRs24Y3BSTf8OsMw0ChQZZlGKTR8XVJkjx79myz2VQUxTTNFStWbNiwwXXdtxwPJIohhGOL7jkgmwKVZp7nw+Ewx3EMhhzX8X1f4AXd0F3PhY0LeIviOA4iNQxhwKkYwiBhHovFJicnw+Hw1NQUQRAXdvE0TAOEfiB4hA1fF128e3QZuovLCpgwCDVXhmEg0gV1GEQt8IxD8x4Ub8nKtkuDTz75ZLPZBJtPjuMsy2IYxrRtDwW1ej0IgkwmA5zUaDSgQgmDsyAIhhCTIIjp6WnTNN98881MJmOa5p133gnjoRZbf61ei0aioihC1tp27GPHjj3zzDPPP/88GGWAEg1eArqwOp4HUvozMzOWZfX29tbrdegQg2Fcx44dm5iYQAi5rgvOzwvdP/71biDk2Q4+P0SSIAhgF9M0ofnH87xUKoVhWCgUMk0zn89DP/rbsXDcxcKEdiKRaLZaYJulaRo4YoqiKMuyqqpwb6FsD76kYGoG3cmSJEGBGUzfOr5utVqFdIgsywvl94vd/8sA6FkHZQOM2xIEAbtQMzbiWI5JM5VKhed50FJcttV28fuN7iepi8uK855c8/OU3v7gNk0TssHQprywZAsAIvmHf/iHsbEx3/ez2WwQBBDS+Qj1DvQ3FAXSjCRJqqoKg5/D4TDUWWH0kGVZIP4aGBhwXffs2bOSJMVise3bt3Mcx/P8YvVaIG/Ik3MsR1M0z/M4jgMvAtkE8+bV7f7mjkgmk7A8aOENhUK6rqfTaRzHLcvK5/MwIollWZZlOyqPMIR4nvdhqhJCBEEwDANDORVFaTab7QYkSKonk8nFFgPrBIYGZqIoCieIWq2m6frKlSsVRWlbeIZCIY7jarWaZVmw1wH/mdOnT9dqtUajQZJkX19fT08POHOBvq/j62az2XK53Gq1wuEw3EZN0xKJxGLrvAyABDtseiAHwDBMQ2l0PBjyJVD8bjabqqqePXu2Vqu9g4axLrp4O7oM3cVlBQQoaF4z1TYJaYetb9HvvEVa1e6B3r59e71eh+iw0WjAxCqMIKampmDOg23biqJgGNbT0xOPx2dnZzmOg6wmhmHwdRAEExMTICaHnUFvby+O4Y67aDYYsp1QcSQIgqZomHsBZc622qtN8IuF45VKBWhVEIS2ygkmVML+wHEcmqZhHEihUIB8+1uAIUQTpG2akCSgKAp0XhiGLRxRXKlU+vr6CIIA8u64noXXC+3aJEkiHBcEIRyJ/Omf/ilFUZDeANEAjuPQeRwOhyFoLpVKjz766OTkJIZhgiBs2rTp5ptvjsfjmqZBuqLj6zabzaeeemr37t1gOQKtcRzLQWXh3wUcx7UHo0FdoNVqXaC7jKIoGPyF43gul8MwTJKkxXInXXRxUegydBeXFe36ItAz9J6CiyTQcNvv819VPAvC6DZDa5o2Pj4Ont6apo2OjjIMQ9K0orZohiFJEtTRJElCm2wulwMWB9qLRCJwklOnTiGEwuEwrCEWi/mB32w2F/YHL0S9Xo9FYxzHQQOVpmv5fB78T9pWFW3/ahzHC4VCx/MMDAwUCgWSJGFWJoiN+/r6JiYmQEzHsmw6nR4cHHRdd3p6Wpblt58E6tCGpkEjGUKonZwA8xNI/kP8CsMtFquntnXLaEHO3AsCyHhv27at44BkwzQ4lkMI+YE/Nze3c+dOhBBE/L29vdddd10ykYQJlZ0/DQi5nvvGG2/s2rXLcRxQki925GUDjCWFvYKu6yRJTk5O7n19b8eDfd+Hdj6WZc+cOQP7s3A43GXoLi4JugzdxWVFsGAmMfhytM28oCMWnnFwMFRz357lxnEcpibHYjEQWH3mM58ZGhqiWTaaiDuu6zgOeIdRFFWpVGZnZ8PhMAjKVFUFn1Fd1/P5/N/8zd8UCgUMw6DJiiRJ13Uv0MzK87zne6ZpAkM7jjM6Ovrxj398eHgYtg5Ab3BpBEGAUPnt0DRtcnISPMl/9atfvfDCC+fDR44TRRE2Lv39/R/60IdGRkY0TVtMKcaQlKnrmqaB4QmaNyk7d+6cbdvAzUB7cMMv/O6055GcbxT2fc/3S7OzQRBUa1Xw/QBXENBklcvlvt6+Wr0GNf5KpaJpGsyGajQavu+7nlupVLLZ7GLdWRzLYRgG2zKg9iAIVE29gBTgtw0cxxuNBiQGwIxsfHz8y1/+cseDOY5TFAXEB/V6PZ/Pwy7zMq+5i99XdBm6i8uK4N+OCgZKC+YH6wYLxhW/Be3jAcC+giBA1XP16tVXXHEFwvGa0uAFAcMwXdd93xcEIZVMjYyMKIqSiP+b6qZu6NFoNJVKzc3NwUtAZdo0TRgn1XH9HMtZtqWqKlBUEATLly3/z//5P0NueaFJOKiOVU3teB5o+SUJUtXUffv2eZ5Xq9XOjI+HI5FQKGRZVrlcnpmZCYJg2bJlLMN27PbBEOJoJvA8YDhIOUDy4LbbboPbCGG0qqrgqLpYlvvtCQzYNmWymWarxTIsbJUoiqIp2nZsHMNZhoUdANC2HJIpiopGowzDgJosGo2S4ChDkJAHfjuarSYot23bBtOYthv5vws83wOfHNd1weXU9/18Pm/bdsfj4c2CXi/XdWHuJM/z3Ri6i0uCLkN3cXmB422KgIdauw6NEQT4I8MxXhBANO0FQftvHwJrhBKpVCgcplm2UqsprZaq67ppmqaJkQRFUqZlPvfcczt37pybm+vt7R0cHFy+fPnatWtHR0fB15PACVCSgzqJYRgo4vq+32q1QO/dcfm2bZmGwXMcTVI0SU3XatFwhAKf7XkghHzPc33H932wLnk7DNPwfR/n8Ndee+3ll1/WNG1wcDAWiyUSib6+vmazefjwYU3TICplGbZj+hdDyDAMHCFooYb8NhDk6dOnR0ZGTp06lUqlwuGwoiiWZbVarcUUTMDcbatqIGxQnNUrFdROfeMEQgjGitA03Xbjgm63fD6vKArsXSDxDnmLC3wcfM9jGYahaV3XbcvSNY2haY5h/73q0GBUYhgGGJHChCvIu3Q8XlEU3/dt2wbD2lwuB/H3v68cvYvfG3QZuovLBx8h998+eTGSIEkCfoQQClDgBr7p2KZj+xiiaQojCYwkEIEHOAa/7vvI8b1KvVaqVpKZdCgSpmkaI4kAx0Q5pOn6XH4ulUpBP26hUBgfH9+7d29fX98XvvCFkZERaIBGCBE4MT4+3mq1CIJoW3aTBBkKhd4+/vn8ahEiSIqRKIQQ8n2EUG82h3xffFudlcAJhBMIoWqtGo3G4NIcx4FXNy2TY7lqraooyuTk5NzcHITj9Xp906ZN/+k//aebbrqJoqienp5HHnnkAx/4AEmSckhGCLmeW61WMQyLRqPg0CmLUrtBuB0fUxQ1PDzs+/7IyAh8fzGDkX+9NAyDJmBYhiRJxWIxBSn6tzmGchzXaDRgwhhKIaBkhFA2mxVFsVqtQv90tVoNSaFkMgmBacf7yTOspRu+46biCRzHbcNUavVMMrWIqSjCF2l6Ot/WjGGgZtc07eTJk61//mfV0NesXTs5OWkYRigUarVauq6fPn3atm1wmYUNIppPzzA001Jbmqal0+nTp0/DHMk77rhjofJuIaCJH3IPo6OjD/3H/7h0xQqYeA1eoSEphBDied5xHajZd9HFb44uQ3dxudHx2RvM//0b/uEFQZQk1/Mc12U5DmEYSVEEQYakUL1eB+MweBAnk0nDMB566KErr7ySJEnIUbuum0qmBgcHJUkiCEJRFMMwms2m53vQ4HsBcdNvatOFkI+QKIqWbcEsL5IkMQGjSIqm6ZnZmZ5cz5un3jx8+DCGYa1Wa3x8fOnSpevXr1++fPknPvGJv//7vz927FgQBDt37vyrh/9K1VSWZUmCTCVTpmWqqkoQxCUs1i4kYJZlQbDteR5DcqFwGCFEkqRhGKqjgoo7nUqj+TncUBqArjZwtIZMNfwUit8dHUswhCiWlSWJYxjHsgiC4FmWZ9nf/A63QdM0DBJtNBq6rtfr9e985ztNVbU9d2h4eGpqCnQJkJEulUqgBMTmPenQvAsbSP3PnTtXKpVs206n06lU6j/8h/+wbu26jq9rWibckEqlQtP00MgIdM11x1t1cUnwDv4vdNHFvz8mJiYajUaxWNR1nWGY8z5l6Lxbmeu6zWazXq8jhGRZFkURrMdIkmRoJhaNQUzT9rBUVRXG+hI4EY1EL0DPFwuQQMNEB1C3Oa6D5nnr1VdffemllyRJYlm21WgsX7588+bNJEHec889FEWVy2We55944onxM+PQdgXVaCgAQ9r5Uq0TzZueBkHA87xlWTRNe55XKpUsyzJMA/YEYTkckkLpVNpxHT84L+6DjudmsynLMoymaE8ng7+hbbojQAQAI0Ns2wax2DtQWpVKJUVRgiCQJGl4eHhgYGBoaAjOBkYrEOm6rhsKhWCKBpqXQbQZ2nVdjuVEQSyXy7B427ar1eq6tess2+r4BzruwnIYshq1Wi2fzxeLxUv4vnTxh4xuDN3F7ySg3hkEgSAIiUQCwzDwT/Z9Px6P1+v1iYmJWCxGkmSr1RocHMzlctAD43keWF9RJMXzvCRJkUgEbEM0TcsX8qZptlqtNavXXKqlAudBftuyLWjgSSVTp8dPP/nkk5OTk2vWrInFYtFodPXq1UuWLHFcp7+/f9OmTYcPH45EIqdOnfrmN7/5la98BUw9NU2TJAnypZZlstSlaU9qe1CDpYyiKAzDuJ7X29vr+f6LL75YLpfBdNp1XfgCct3JZNKyLLCKA98YjuMwDJuYmPjxj38sSVKr1eJ5vqOMHEOo1VDOnDmDEAIGBbGe67oX23ZFURTMBKvX67ZtNxoNsD7N9OTAtTQUCoGrjOM4rVYLlH0LpQPtZrkABZVKBQT/MKpS07XFJmfkC3lwQ2sbfcNW7yJvfxdddEaXobv4nYQgCAMDA41GAyFEURTMSKAoyrZtgRcOHDjw8ssvg5lGpVL56Ec/yvM8hjA5JLfUFkVR0Cv1xhtvgMek7/uiKPI8TxDE4MDgJVynbuie7wM/eb7XdsQ0TOPb3/72oUOHZFmemZkhSfLmm2++5pprQJ0eCoXuvPNOyLXG4/Ef/OAHmzdvvvLKK/v7+lVN1TQNDDQubSoV7oPjOBRFzc3NEQTh+v7c3Fwln//rv/7rc+fOgZkodHYJgiDLsud5DMNAuCnL8tmzZ0F/12g0du3adfDgQVVVDcNIJBLgj/YWYAgNDwxahgHRMziQLzZj48IQRVEQBJqmwWTUcZz+/v5sT088lTQtyzTNdDpdqVRarVY8Hj98+HCj0Wg33J8n5iBACNUb9ePHj09PT4MJHUVRQ0NDJEnW6p3HVSWTSVAtsCzbnlnZni7aRRfvEl2G7uJ3ErOzs0EQKIoCUxDAooskSIzBbMf+9a9/fejQoWw2S1FUJBLZunUreHIdOnyoVCqFw+H+/v54PC4IwqFDhzRNU+t1QRAmJiYOHTq0ceNGWZYvMKHhosBxHEKY53uqpuI4Drohx3W+//3v/+hHP/J9P5fLjR0+3D8wcP31169btw7DMFEUGZrZunXrzp079+zZMzw8bBjG17/+9QceeKC/r18UxIbSqNVrMJ3ikiwSIQS9ztABjBA6d+4ctG8NDQ66nocQkiQpFArFYjEQhYGLOBwPWWKCIFatWgWenaAbBwqUJKmnp6ejcwuG0JkzZwgMIwhCkiR3Hu9ACK1pWqPRME0TKhqiKH7yk59cs24dydC242AYlk6li6Ui5DO+973v/e3f/i1098ErovmaNEVRe/bsgY2CYRg0TW/fvp2hmY6GLQidH8sBBuyqqraaTRhzebHr76KLjugydBe/k8hms7IsF4tFlmWHhoZgbEOAgsnJyeeff3737t2gNB4cHFy/fv3o6Kgckve+vvdLX/rSxMREKpVat27dPffc09vb+41vfEOW5Xq9nk6nz507t3z5clmWfd/HiUvD0BjCAoQInPA8Dwyfa/Xa/v37f/jDH1YqFTAnyWSzN91006ZNm8AKDTLYoijeeeeduq4fP348nU6fOHHiBz/4Acuy27dvl2W5VqtpmhYNR9AlCqPbDA2q8unpaUh3T09Pg/zKMAxFUSAMBak2hMW2bYPp98zMTDKZnDl7tpBIwABHWZahawtqDZ1uDlq2bFkxn282m2CoAhEtSZIdtd8XAPhjg/IAx/Fms9loNDiOkyMRL/BhvyWKIiSr6/V6uzsc2scDFEBuo1ar7dq1KxaLgRadIIjrrrvOduzF1gMj1AiCAPOZZCoVj8cJgug46aSLLi4WXYbu4ncSn/vc56Cu3Da4YBimUqkcOHDgm9/8pmEYvb29jUYjnU5v3bpVFMUXXnzhiSeeeO211/r6+jAMe/LJJ3/961/H4/E77rijp6dnaGiov6+/r68vnU7jGK4ZGgx7fvdQNVUQRM/32qZa+/bt+/a3vz0+Pi6KomVZpVJp48aNH/vYx3p7egvFgizLARWA99m9995rWdavd+0aHh7OZDK7du1SVTWRSGzdsjUajV5yTwyI/DzPs227VqthGEZQFMNzS0ZGRkdHIXqGcVXJZBKU2/CLmUzG9/2zZ8/G4/G2K7VpmuFw2HEcaA9bbPJHvVLd//rroA9oi7YWCst/Q8BYa0VRYrEYdH/xPB+JRDwUgGU6juPFYjGXy3med+LEiYXTWaD6jmEYjuFjY2MvvPDCyMiIJEm1Wg0htH79egzD6MXr/TDfBcxqPM+DgstFLb6LLhZDl6G7uKyYnp7u6+tHCNmObVkWEGFLbUHpjmGYcrnc398/NjZmWRZ0uFqWZRhGPp9fvmw5TdFnJ88ODgyKgmhaJkVRDMPwHG9a5g9/+MMf/ehHO3fuXL9+fSgUOnXq1PLlyz/5yU9ed9111Wr1W9/61htvvAEtQxzHxWKxcrlcKBTm5uaKxeI999zz0EMPMQxTKpWymSxN06ZlsgzrBz6MsYK6tW7oBMIgK7tQ+rRw4CAwHDyycZIUBdG0LZIk47F4pVoBH5X9+/fDHAvHcXp7ez/ykY9cfdXVCCGKojiW0w09CIIlw0tsx16xYsWHP/axp59+ur+/n2GY/fv3P/zww3/yJ39y99138zx/4OCB0eElsiS1bbBCoRDMcIReKV3XMQyDeBEIGLzK3+7HUiqVYrEY+Lc8+eSTqVTq1KlT6Wz27Nmz/9dXvnLjjTcqihKPxV3PLRaLME/s3X8YMIT2vbb3+NGjMIgMdgAwQaTtVNr2iF3oHP52FIvFcDgMU0xgLGkymZyamurp6wNyVZpKOBxmaObc1LmRkZF8Pg8N5WvXri2Xy4ZhiIJYLBX/8R//cdmyZRMTE6tXr45GoytXroRR5SRJwmdVN3TXdUGyYBiGbdthOez5HoETuq5XC4XR0dEDBw6kUinLsgRegA+SpmmSKHm+hy/Sat9FFx3RZeguLiv6+/pbmgomlG0bDUmUpmemc7kcjuEkSQLZRKPRUCjE83x7IDEczHFcvpBXVTUSibiuOzY29vrrrx85cuTkyZMzMzObN2+enp6enZ3N5XK333771q1bQ6FQuVy+99579+3bt3v37vHxcVDqRiKRSCSiaVpPT89zzz334osvXnvttTt27NiwYUMum4PXwjEc5m1QFEXgBM/xOEI4Qo7jQKjUZg5oRgIvbrAtA++zmfxcJpNFCI2fGX/mmWd++ctfjo+PQ9nVcZxly5Z94hOfuPXWWw3TsG07Fo1ZtgW9XoZpIIRGR0e3bdvWbDb37NnT09Pj+/6RI0e+8pWvzM3N3XfffRuu2ADrgVsEZWnXdWdmZgYHB+FVEEJgBQpK6bdMLmk3HSWTyWq1KooiQuiNN944deoUXNe6devS6TRFUkDwl7zFCyEEmwlwPWs2mzBC42L1Yr29vb/61a9gABeMBTMMo6+vz3IdkqQQQoIggHorl8tde+21a9euDYfD4IbW19fHMMzU9NSrr746NTWlKEpfX18+nxdF8brrriNJMhI+P0bF9VzY4oCJKc/xuq631Faz2UwkEqZpIoLwff8S6gO6+ANHl6G7uKxwPRdS09FIFCGk6RoULJPJJI7hlm0dOXLkzJkzmqZRFKWq6qlTp2ZmZtatXZfNZEvlUqFQGBsbO3jwYD6fN02zVCrNzMy0K6Mcx42Pj9M0feutt37kIx/Zvn07WHGNjoyOjIxs2bJlx44dr7/++vHjx2dnZ4vF4vT0tGVZIyMjExMTRrPpOM7hw4fj8fjtt99+9913i6KIIQyiT9/3FxqNQaEUQnyw25ydnZUkaWEut1KpNJrNgaEh07bGxsaeeuqpn//85zBcMpVKFYvF4eHhG264YceOHZIo1Rv1ZrMph2RN00CUBHcgl83deOONJEmCCSjMvJqenn7kkUeKxeKtt9yy5erNAsfRNF0ul+fm5hiGGRwcHBwc1DRNEP61Qajdf8xxHDT+vmVCCWR9fd8/c+bMgQMHDMPIZDKtVuuj936sr68PzVuOYAhjWRZDWLCY6ddFgiTJ/v5+8AlptVrAo9CeflHnyefzu3btArU57DxefvnltevXc+L5KJYkyCAIHNehSGrjxo2macJnoz2ea3x8/Fe/+lU+n3ccJ51O79+/H94g7N/OQqVpuk3Alm3FY3HLtiAN7nkeTpLgUndJbk4XXXQZuovLCl3XZVkGwY5pmbVaTRAEAicImti3f9/LL7988ODBarUKD+hGo3Hs2LFnn31WkqS+vr4gCDiOq9Vq3/ve93ieB21RPB7v6+vzPK9cLpfL5Xg8fuWVV37sYx/bvn07hmFnJs4wDNOT6ymXy4lE4tqt1w4PD588eXJsbOyXv/zlxMSEIAgwPjkSiViWte/VVxOZzNatW2u1GvQUMQzT7oV1XMe1bJ5lwdMRIQRUhxDK5XIIoVqtpqoqjuOSJMVisWg8XlMazzz77FNPPTUxMeH7PsT9MBryzjvvvOmmm0iSdFwnEo5gGFYsFTEMA4/M9hCRTCazZcuWBx988NFHHz03Pr5s9erVq1efPHny0Ucf3b1r15qVq269+ebbb789kUgkEolqtQojH6A7HFLH4EwJY8TQvDVHu3SKEAJpWG9v79TU1E9+8pNyuZzJZERRNG372muvbVt5+4GPYzjo3S4VrrzySoogoGxcqVQ4jlu6dCnoui/qPDCIuqenB/zVIVsejUY9FCjNJsMwGMKCIIC5ogzNwN02DCMcDnMsly/kDx06NDY25jiOIAiKoiSTyauvvjqdTsMbZJomwzA0RVPk+eqGZVuWZTE0Q5Ik5B5gf6Dr+sVuL7roYjF0GbqLy4qQFAoQ8gM/n8+7rhuPx4H/Dh46+Mgjj+zZswfHcRhwhBCiabpSqXznO985duzYbbfdtnXr1pElI5/61KdOnToFR7quW61Wz507J4ri6Ojo9u3b/8t/+S8sy7YdQoaHhuF1Y7EYhs4TXiaT2bp1680333z06NGdO3fC4AoMw2ZmZkZXrHjwwQc/9KEP5bI50zLbeWCEUIACGJYFaWKYlwD8hxCCTDjHccBnMFyyWq8/8o+P7tq9e3Z2tq+vTxTF6elpwzDS6fRdd911zz33JBPJYqkI/c1hOZwv5EOhULPZxHE8EongOA4DNnK53Gc/+1lN07773e/W63Vw50AIqaq6e/fuyYmJffv2bdu2bePGjbFYDM3rq4GedV0nCAI4AwrkMKUKx/H2gBDf96GI8OMf//gXv/iFIAjgX/1HH/zgyMgIbBoQQq7r0hRN0/SlCqABy5Yta9uXQrHgHXiKVavVcrms67qiKKDhLxQKtVotHI3atm0YBs/xLMuCuYrrugIvALOG5XC9Uf/JT37y05/+dHZ2Fm7LuXPnbr311h07dpimmUqmlKZyvihABRjCbMcGz5aQFDJMAyZvIoQqlYogCDCa88LzQrro4jdEl6G7uKywHRsnCMMweJ6H8t65qXO//OUvd+3a9corr9Tr9Wg0CvbO4NNUKpUa5fILqlosFl955ZUPf/jDW7Zs+cIXvmCa5szMTKFQSKVSW7duveaaa7Zv375keAm8immZc/k5lmWjkajne/l8Ph6Pt8yWqqpBEITDYUmUli1blkql1q5d+/TTTx88ePDIkSOCIHz2s5998IEHG0oDIUSSZJuhIa5tG12B8TJFUe2xzc1mk2XPT6Cam5t7+eWXf/azn+0/eLBQLhmmCZ6jk5OT5XL52muvvf/++6+77rpkIokQgty467ngqoEhDPy5oNLpuq7jOEBgn/vc50ZHR7/zne/s27eP5/loNOp5XiwWm52dfeyxx55//vmRkZF169ZdeeWVo6OjLMtCyxAM3YJFwtYHrqitF4MJlaFQaNeuXY899lihUBgeHp6amhocHPzMZz4TDodN04SJFAihAJ2nqEtVja5UKjhCoL1CCME0C47jLjYMTafTDz74oCRJnue1Wq1IJAK3yJ+3S0MIsQwLij/Xdf3Aj0Qi0IX16quv/uAHPxgbG+N5HhzTJEm66aab1q1bpygKQggEiY7jgGe7YRhgDAez0SiKAjHj6dOnwTwHlHqX5P508QeOLkN3cVnRaDQIkuR5HsYyjh0Ze+KJJ55//nlIz0IAyrLsypUrM5lMvV63LGtubs5xnLNnz+7du/ell1666667Nm/evGXLFk3TIpHIlVdeOToyihByPbdULhmGkc1mWYbNZrJ+4PuBT+BEJpMhcIKiKFEUgfkc1zEMA4qg99133+DgIHhGLlmy5OSbJw8dOqTreiKRGB0dHR4eRgiZpokQonghCALdMCCTDKQFjcIwCunFF1987bXXJiYmarWaruumbTMME5JlkiSbzWYoFNqyZcsnPvGJW2+5Fdagqmo4HMYQBn4XcE8EQWhXiEEoZ1mWoiiZdOajH/2oIAjf+973Dh48WKlUHNueOTcVkeVkMskwzNGjR/fu3fvMM8+MjIxcccUVW7Zs2bBhA7BO+/6DM+VCyZiqqs1mc3Jy8u///u9Pnz4tSVK1Ws3lcnfffffy5csDHGsoCsuyLMO6ngtyM5gCckk+D/F4HBgaIUSSZDQahc6oiw2jm83m+973vqGhIYQQeJ4oilIsFhOpFM/zwPftkjNCqNFogOp79+7dO3fuPHHiBETPkHj44Ac/uHXrVpjGgRBiGIbACdMzoandcZxCofDGG2+USqW+vj6WZeHt3r9/P9xbSKhckvvTxR84ugzdxWVFMpF0PdfzvGq1smfPnu9///sHDhywLEvXtHg8zrJsq9VaunTpZz/72TVr1hw5cgTH8eeff/61116jKUrgeUVR/r9//MdnfvSjNWvWkCQZCoWOHjkCHBMKhXK5nCRJ0APTNqNgGAaE02DwyfO8qqqFQgHDsHg8Pj4+vn79+tOnTx87ejSbzf6Pb3yjWCymUqkXX3zx+uuv//SnP71keBhDKAB1Fcd5trNQLjQ7OwvSs2PHjpVKpbm5OcjTwgOaIIgAIce2m4oiy/Idd9zxmc98ZnBgsFQuxeNxiiR5jsMRhhCSQyHf8zCELNtiaMbzPUVp0DTNczzJctVaNZ1MFYoFkiQ//Md3DQ4M/O3f/u2ePXsYhiEQ1mw0isWiJEk0TXMcpyjKiRMnoLVsZGQEvFzAjRyqztAHDG+H67qapimK8q1vfevZZ59NpVKhUOj48eMf+9jH7r//fkVR5Egk8H2KJDGESIKwbdsPAtuyRKGzT/XFIggChGGtVstxnGg0CnJucP+4qPOA5RlCyLKsRqMBU7EDRUEICRyPELIdu16roUiE53jHtmORqGEar7z88re++c29e/eGw+FYNNpqtWKxWKPRuPOOO3pzPeVKORKJKEpDFEWEAtdxKIpiKJoKkeVS6dlnnnnppZdkWYZ7Dil0mqajkUgQBLZtYwi95U8XXVwsugz9O4bF+kE7Tvd7rwGWGLgexzCUTCi1+v69rxcKhY0bN1qWdeLECUmS7r333nvuuaevr48giFt23ESS5DVXXX306NHnn3/+Zz/7WXEuz7IsgbC9v34VhvuCDhnDMBBA8TzfDhMRQlBzBbZ+S+wIP8Iw7ND+A/AdpVaHL2rlSjwS/aNbbn3/lq2e7QSux9FMQNEkhuuGAaOCQRaUTCZnZma+/vWvp9Np27ZhiqUgCFBF1jTNsCyKpEZXrd6+ffsf/dEfDQ8MIoSichgPEAoClqLBFIzE8EQ0hnyfISnk+wTCwlIIVokQioUjOELZVNqyLK3VWrd6zf/zlf97586d//Iv/1KrVGRZhpawVqsFc6J833/44YevuOKKZDKJEAJ1MVA42GnBTUMIkSS5d+/exx9//Iknnli+fDlC6PTp0+9///v/5E/+JJ1OO46DfD8qh2ElGEIMSSGE4pHopapEYyjwg2BhK13H/DZI5y5wnvYBFEUlEgn4byJLkmEY8CHheb43m0MI1ev1Rq02cXr8Rz/60U9+8pNisRgSRL2lmpouSZJr2f/nl/+PD7z/OoSQLEo0QUblcKPRCIfDeIA828F5VCqWlo2M/ulDnx1/81S1Wg1cj2dYDGEUTjim5ZgWONF++pOfqpRKyWSyVqv5vu/SDE3TvwP/S7t4L6HL0F1cVrQUxXEcHCGGYT56990Cxz3xxBP79+93Xbcnm73uuutuv+22tatXt2uH1WpVEIQtmzcvHRm5dsuWF1988dVXX52cnOQ4DiMIYt5LGRqiPM8zdB3N53LBowrHcQLDAggcff8tjbb+Is/92265ZcP69YlYzLIsUD77vo8oCugZzY+BoijqhhtuIAji61//uq7rkUhk6dKlzWbz1KlTlmUlEokNGzZcddVVt9xyy/r16+EXgTPoi8wSw5MdCwLXtjmG6c3l7r3nnjWrVj3++OMnTpyYnZ2FHD6GYb29vStWrNi4cWM6nUYIQXsuxPRgqAn03Gw2T5w4sWfPnr17905PT69evVrTNF3XV6xYcdttt61YsQIhpKpqmzt/RyFwHHjIWIbh+76qqsVisVarfelLX5qcnNQ0LZvNxmIxGKCJ4/jnPve5qzZuxBGyLMvUdYaiCIKQJck2TRLHfd9Hvs/SdGJwkMTxkCiKPI8Q8jzPsiwbxwOaBjH5jTfeeM3VV0dkGUeIYxgcx0kct03z0irhu/i9R5ehu7isCIVCoOXRNC0ajd5zzz3xePyf//mff/WrX23atOmP//iPN27c2FYwIYQgJiZJMpPJ3HjjjUuXLr3mmmvOnj37+uuvG4ahqqqu66DcgTFKyWTSWwA4CY7jMIjJcZx/tXjEcUj/dlznLbfcsmrVKoSQbdue57XLiu3ByXAVLMuOjIwMDAzouv7UU0+dOHECPExoml6yZMmNN964bdu2lStX9vT0IIRAec5xXCgUemfGkDRNt1otVVWj0WgqlUqlUqtWrXruuedeeOGFqampmZkZ3/eXLVv26U9/Giqyvu+bptk2RrUsCxqOoUmsUCi8+uqrr776qmVZQ0NDruv29/d/5CMfueuuu8LhMISe72CR7zW0tes0TcOtCIfDjz766IEDB37xi1+8/PLL4OJ+/fXX79ix4/777ycIAnzFodMdIQQxMVh/Q9sVRVGZTCaXy+3atYskSZZlBUFIpVKZTKa3tzcWi911112pVIokSV3XcRyHxICmaV2G7uKi0GXoLi4rIIATRTGfzwdBEIvF3v/+98fj8Uwm8/73v3/Dhg04jsNDDaTUHMfZtl0oFIIgkGV5yZIlS5YsQQidPn1a1/V6vQ5uzI1Go16va5oG0irgbBgXDWQMcjPLsqBEDcu4QGPPwMBA+6kKAiI4j6qq0OwE84ZbrRZN06FQ6C/+4i/K5fKJEyd0XV+/fv2OHTuuuuqqbdu2gfYNNhNQFH9nzbJgVorjeCgUgvo6hmEg//74xz++adOmffv2vfjii41GY/369WvXrkUIgfYYhFdwEtiUgMWYJElXXnllvV4Hn7Jz586tXLny7rvv/vCHP5xKpeDugevWO3uj3yOAtxvoGT5ULMvCoLMlS5Zs3rz5F7/4xY9//GNVVW+//fZ7770X6gWwlYGyPSRRJEkC7xoY74EQIkly48aN0WiU4zhZluPxeDabBbsY6HlDCEFaov2OX3I7ti5+7/H/A6Yb2Bd6Sj59AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=651x54 at 0x21CB0F6FFD0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "86 141\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=651x55 at 0x21CB18CDB00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "142 187\n"
     ]
    },
    {
     "data": {
      "image/png": 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nZ2f1en0ikWhubobpaG5uDofDSqUS3yuVSvl8PrfbbTQaORyOWCzesWPHhg0bli9fTghB9kbTdEVFBWIRQkg0Gg2FQngLVCqVUqlc8HqS2cXlchsbG2maLioqWuT6c90ihUIRiUSUSiVevWg0Ct5DcXExTdPBYLC/vx81uP7+frlcLhAI6urqYD08Ho9er0coabPZ1Go1iCAAwGiaRpoRCoXgIMrKylKp1Pj4eDKZLC8vP3HiREtLCyFkfHxcr9fX19cnEonLe17sOpzXZrPFYrGKiorTp08z4ZROp6upqYnH4//v89Dnzp2rrKxE6JfJZMLhcDAY1Gq1k5OTarUa8bvNZhOJRMD0zGZzOp1WKpUcDqe4uBhow8DAACzy2bNnW1tb8d9jx46tWLFikdjQYDCMjo5WVlbG43Gj0djf319TU+P1emtqakKhECHEZDJxudzjx4+3trbOzMxoNJqSkpKSkpLZ2dlvfOMbL730UiaTQd33wysajSKk6O7upmna4/EANT106JDBYOBwOBqNBu/8wYMHjUbjF7/4RSSyXC4XSCYhRKFQZDIZuVy+YcMGpVIJAyoWi61Wa35+PnbYihUrOjo6br31VgQBAwMDRqORzWbz+fzdu3dff/31V111FRPlkCy8gxeJzWYXFBTAsQUCAbfbrdPpKIpCKnnu3Lk33nhj3759drsd/CyxWFxdXT09Pa3T6RwOB0VRSGdFItFzzz03P4GmswuP9eLFizab7Rvf+AacOh4Ki8USi8VtbW2PP/74wMDArbfeusjDAsjhdrvhgPfv39/e3j7frADOIoQwGfzs7CybzZbL5bFYDGHc9PQ0zC5FUdFoNBAIiEQifD4Wi7ndbiD8iUQC2a3b7fb7/efOnXM6nTqdLhQKxeNxgUAQj8dz1Y9RKU+lUjU1NQUFBXByfD6fx+MhKwXEFwqFnE5nKBSqqqricDgikaiqqgqgpVqtRr0DD1QgEOh0OuTHJpPJ5/PhmiORSDqdFggEAB6QT+fl5cFYIC+Xy+WRSGTB6ywsLKRpuqysDMkWAiPcQyYNSqfTQD4IIf39/XV1db/73e9+85vfbN68+Yc//OGHawr/CgtPMxqNptNpLpfLENwWt4x4mqjEO51O7Ew2m51IJBCC4H8//sv//6PZhJC5uTkul6vT6QBrJZPJ3t7eFStWMF+kt7cX+UMqlYI9GR0dnZmZMZlMKpXq05/+NMwIsECapk0mE+gXUqlUrVYDp8R/4TUXvJ5IJFJSUuJ2u61Wa319/bvvvrtx40bQLRf8PCDJDy+/3z89PV1aWqpQKADO4fculws1ndbWVpTbUBgiWaArGo2qVCqwTHbu3Lls2TIEJU6nM5lMGgwG/IxInabpsbExmUwGYIAQsn///rVr19I0bbPZVqxYQQg5dOjQ6tWrL9d5tVotQJrR0VGFQuH1euERDhw40NXVhfN2dnYSQg4fPrx69eq/fyd8YF0xD7106VKfz0eyhWcULEk27iOERKNR1CZRigaggbclGo329/fLZLLa2lq3251Op1tbW1GuI4SoVCqXywWD+OF14cKF0tJSo9E4ODiIpBMVEaVS6XA4LBYLIQTPWK1W8/l84F2oqup0uo6Ojp///OcNDQ3Dw8O5vppcLkf5Ki8vLxKJWK1WPp//61//Gjl0Op2enp52OBxms3nJkiXJZBIvCUVReOuApqJOr1QqEXWGQiGxWIx7FQgEkDdrtVpABZlMBtZcKpW+8847PT091157rc1mi0QiwACQ1+LyEMkCL5XJZCqVymazeb1elUqFTFQkEi1duvTxxx/ncrlqtdrn84ExEIvFSkpKPB4PMByKorxeL5fLBc7BVKBxLo1Gk0wm9+7d+8wzz7S3t8PtORyOmpoau91OCJFIJE1NTTKZrK2tbZF9Arfhcrmqqqp6enrcbvfDDz+MSjycCoq1jP1C4C+TycRiMQoHbDabCSDYbDb8H5/Pp2maw+F4PB6JRAKK2fj4OFMaV6lUXC5XoVAw/nJxW4/cF+UMQkg8HkeCKxQK8/LyGDuI8jOLxfL7/X6/H77c6XTi0VutVhT7Y7FYIBCAo3W5XMlkUq1W4yugIsi4DZ/Px2azcS6YeFxnLrJYOp2em5uLxWLItvExgAoKhQLvIApPOEt1dXVvb+/vfve7WCz25S9/ubi4+F8te8bCzWHYYZlMhs1m4yVa8POZTCaVSsViMRBBOBwO7hveCwYQ+ue4Z0KISqVCRQY+AAanpKTE5XKtWLGC2Znj4+MrVqxwuVyAuwoKCkQiUUVFhcPh8Hg8gA9dLldJSUlzc/PExITJZBKLxcFgEBmhy+WyWq2RSKStrS0QCAQCgVyZht1uR9UjEonQNL1x40ZCiMFgyOXRc2FgMpmssLAQZiSTyYjFYvzA4/FQh+LxeMeOHctkMitXrpyamjIYDDabTaFQyOXyQCAAAulNN91ECInFYul0GhbP4/FwuVytVjs1NVVcXOx0OoH28Xg8n89HURT87tTUlEqlCofDZ8+ehb+8XOe12Wx6vd7j8eC8XC7X7XanUimQh8bHxzUaTSQS6e3t/UfcM7mCHvrQoUM33ngjoBuJRCKTySwWC4fDYd5/k8m0f//+srIyhCr79+/Hl3e5XHw+v7a2Fq/Qli1bent7Y7FYeXn55OQkTPapU6dyeejGxkYAp+vWrZPJZB9wtIwbO3bsGKrRer0eyUowGAyFQgMDA6hkV1VVLfLtQIJVKpUqlQqvHCEEmVlpaSmfzw8Gg7FY7LrrrqMoislduFwuTdMoj+n1eoSreFcdDkdRUVFeXh7oUYQQqVTq8XgcDgefzxcKhWq1enp6Wi6X7969+5prruno6AAqBSiVqV+iou/xeF588UWKorZu3drc3CwUChECI3tABJCXl+f3++H80uk0yueEEFCmJRIJh8NRKpW5unEsFgubzZbJZHK5vKmpqbi4mM/nq9VqmqYBECE7dLlcZF76++EFC4vncvz4caVSuXTp0pmZmby8PBhiwA8URYF+zOfz8cUHBga6u7s5HM7y5csrKyvx+DKZDLgzhJBgMBiNRhnAZmxs7IUXXli2bFlXV1ddXd2BAwfQiUTTNEoJMOW5cmiJRFJQUICP4S7hLGazWaVSJRIJIEDRaBSlCrlcziRJNE0bjUaA8PgrPp+PqEKpVMLuRCIRRBV4UvgZJEc8F9A4eDweQn6/37/gdaL+jX2F2IUQAn4NqvX4CgxB0ul0/uhHP6qpqXniiSekUunp06dRe8v1vK7UwhYCtQI8A5I7TCGEsFgs3ENkYGilAxd1fnskagrYVx/r9SNWIFkeKCB6bB6KosrKyiYnJwkhJSUl4+Pjfr8fZWar1Yo9rFarnU4nYuX6+vrx8fGysrL29naapr1eL8PWnM+l6O3tXbt2bS6PW1lZiSKdSCQ6dOjQmjVrcIdz1Ztz3R+lUplIJHQ63dDQECFEo9G4XK7a2tr+/v5EIjEwMNDc3FxXV4fcGk+BEIJSSzgcRu4UDAYvXryo0+ngXBGCg5YhkUj8fj/CF1yhTqeDs8QF0DRtsVjghuPxeFVV1WU5L4vFcrlc4CeB3FNYWAgOEHNeq9W6fPlyi8UCdP2S9gOzrpiHXr16NVipsBSpVAoWUKPRhMPhaDQ6MzNTUlKCqkk4HEZMlEgkYrGYRqMBebW/v39iYoIQotFomBohkrlcO2/v3r033nhjZWWl1WoFXVkmk6HzdWhoCM+4u7t7xYoVoVDIYDCEw2GgoyDgGI3G9vZ2lUqVC9UJh8NcLhfP2+VyURQlkUiwfRnwjc/nKxQKPp9fX18P7BSvJQwEqoxms3l0dNTr9aL6++qrr549e9ZgMLS1tUkkElQx4XJQBSCEqFSqHTt27N69u6ys7N577+VwOH6/v62tDYeF+Waz2V6v1263T0xMoHm3qamJx+NhY4FTBqIEl8t1uVzA5LlcbiQSEQgEgUAANoumabhn/C8DccNrIqePRCIIDqRSqc/nA5taoVBgWyNTgSNhKsEfXnK5PJlMSqXSQCCwf/9+k8n0/vvvgxGNaAyVQriuWCwWDAbz8/Ptdvu+ffvOnDnD5/NBHuTxeMPDw5OTk4WFhcgRU6nU9PR0KpV65ZVXgOa98MILAwMDIpGoo6MDhQCUnYRCIaznIk3kYMS43e5IJOL1epGUJ5NJrVbL4/FA0AUnHwRUcOmxCYGsINqAz8b+icVikUiEzWYHg0EGHmTcKk568eLFZcuWgXGK6Ie5bwteJwrzcrk8k8lgN6LLAAkcwBscBJHuf/zHfzQ3N/+v//W/pFLpwMBAfn6+wWCw2+0oH/zrLIZJgJ+Zmk4uvgjuP/N5ZN5IwfGHMPFIr/8JmbTL5UIoDxhGqVSePHnyv//7v998803wDXHD3W43GAnHjx+HIRoeHlYqlUw/GIrZDI81Ly8PLJNgMKjT6QKBAF7VI0eOrF27dhHUOhQKTU1N5efnq9XqNWvWkOy9zbVyISsAzHBt6I0Ui8U7d+4khKTTaXg+kUjEsMSTyWQikUC8iBvy1ltvXXfddQ899NC///u/d3V1eb3eaDSKy7bZbCB5MfaHEPLDH/7w+9//PsnW9WCsDh8+zGKxkEZ/TOd95JFHvv3tb+NWwGXQNH306FEWiwVawEdbV8xDgzmcl5cHgjRjqV0ul1Qqzc/Pt1qtoMVLJBIUTsCRKysrs9vt119/vd/vn5/QjIyMlJaWxmIxOLlcsd6mTZsikcjY2BhN08PDw1VVVSMjIxUVFWBsFhYWstnslStXQtVBIpFg5wHohllHGTgXaYjP58PGCQQCmGmapuGq1Wo1bOLo6CicitVqZfYHmJkIBQQCgUajEYvFSqUSNdfz5893d3d3dHQsX74ciQ6IdWAYhsNhr9drMBiOHj26ffv2trY2gUDgdruLi4unpqYYeBaBAjoEdu3a1d/fD74Yn88PBAL4msFgELQjkn0nwVlDSZXH46lUKqYPBGzP+V8fASZSk0gkAo+uVCrhddCTgDaPdDqtUChQDTWbzSAlfXiBuyESiYaHh3t6euRy+c9//vOuri6QKnGRXC4XkW84HB4dHb3qqqsAFDc2NiIdgTeyWCz79+8XCoWJRAIA/tTUlEKh2Ldvn9/vb2pqamlp0ev14XDYarWCTBsKhWw2GxitiUQCXnDB64zFYoCC8vPzcU+SySTsaTAYfP/9981m88qVK0tLS1ksFuogIKYhwuDxeHDbqHqgRB2PxxHLC4VCMCQ+3G21a9cupVJZU1MjEAjgWVOpVCAQyIXuJpNJMO/w6AHPiMVisLjRmIfQqq+v75VXXrn77rvXrFnD5/Pn5uZMJhO29CK56ZVaeE/RshgOh3EHEP0v+Hl0rgO0gNFAFwOABMbhURR1qdo+H20ZDAa0JOn1ehaLdfLkyV/+8pc7d+5EbM00feCHVCoFvojJZGIok4jXp6enS0pKkBW4XC6wuxE4mkymioqK0dHR6urqlStXoush1/VwOJz6+nqn0zk4OFhUVCQWi7lc7iKFnlzdVhqNJhgMogEsnU4jk66oqEAmU1paSggJh8NIgvFlBQIBNtjU1BSbzd6yZQtMOp/Pl0gk7e3t0Gbg8XiFhYVms7m6uloul+MFOXDgwPe//32/38/hcFwuV1FREdMCarfbAYldlvO6XK6KigqZTIbzHjx48Nvf/rbdbpfJZC6Xy2g0MsGBzWYDu/ajbYwr5qGR2Vy4cEGr1cL/CQSCVColEAg8Hg9sFiGEqYOOjo7W1NSUlZWBCObxePLz8/v7+5Ee+Xy+yspKt9vNhPZ8Pn9kZKSoqCgQCHC5XLFYjIwQNN1vfOMbhJCKigqr1YoKH1yISqUCxTqZTOJpoSwBRLenp6eoqMhutxuNxlyWGv0PHo8HvhNvCNNSjC8Fn2exWJB0CgQCkIygUwYnF41G8U7i5/r6+oGBga9//evAXhQKhcFgMJvNNpsNr6jBYHjwwQdlMtnXvvY1i8Wi1+vBPYF6AwAr9IZyudyTJ08+//zzjz/++KZNm8LhMPJmhH40TRsMhmAwGAgEUI+HjUN3KWqoNE2HQiFgsIQQpjsTIA9o0mgPQ6Xc6/WyWCyZTObz+ZDbaTQauVw+MzMDohOonjCyMJqI2OBmQND98Y9/vHnz5ry8vB/96Edo6ERlpKCgIBqN+v1+vV7/s5/97NChQ4899hiMXX5+PtqQQJvaunXr5s2b4ZwYYL+3t/d//ud/RCLR7OzsPffco1KpgChIpdK+vr5XX32VEALqDbqlocuGrlOAwGBI+Hy++vp6m8125syZtra2VCoVDAZNJlMqlYrH4+3t7a+99toLL7ywZcsWr9eLU6jV6sHBQdi+3//+97t372a492jkIIScP39+YmLiBz/4AaiC2CGxWAzYyaFDhwKBwMjIyLe//e0lS5aAm8bhcIRCIUVRv/71r1UqVUdHh8FgAHk+FAr19vYKBIJwOJyfn282m2tra2GtfD6f1Wq9cOHC8uXLRSLRCy+88M477yxdunTFihUKhQLVilgs5vf7+Xw+2goQ+jBkexyEyfU/poU4BnsSBpSJJlFHOHXq1EMPPYTUGaFhNBpF2xWQBpRFcD+TyWQwGBQIBCqVKhgMYn8CQ4ZWoFAo9Pl8jDn6+/u/L3WhH+n8+fN5eXlut3vZsmWvvfYayWafDN8TZgdFt+rq6kgk4vf7YfcqKiqSyWRJSQlFUQaDYWZmhhDi9XpRGpubm8NBkFUTQqqqqhaRo4GzFwgENTU18DQwkti9Pp8Pjh/2dpGMiMVioRFUq9UicIf6Akp1DocjnU7n5+dTFAV9QDAiBQIBwHk0ZMN9vv766y+//HJ3d3d1dXV+fj66vVFXhi31er2gIqH3UqfT+f1+i8WyfPlylUrl8XgYdIppZqMoCi3Ruc4rEon+8pe/oFG+qakpPz9/enoasZ1UKp2dnQW1e8mSJYQQgUAAGhreprq6OtCG/hHqxhXz0GASajQaqAowBaGJiQmtViuRSBwOB2pFyDJramouXLjQ2Ni4YsUKbNZ9+/ahoY1kVRfQ8SIUCmtqaqLRKLiI0WhUo9GABU1R1PXXX3/fffe1t7fPRy3MZjM4rhRFGY3GyclJlUoFbGTVqlVApymKCgQC/f39e/fuFYvFuXI+v9+vVCrn5uZgRLD/XC4XYDRYN5h1Pp8PpijDQkL1ER0Xi9w6iqLQ2uhwOEi2s/z9999XKpXgfQAIRdUg10E42cWQYrDQkjswMLBnzx4IhXI4HNS6wC1ChyiiCoQ+oGbAyyJpFggEEK6amZk5f/58MBjEfcZr+TcXXjB8U1iBZ599VqlUrlu3rru72+l0wvORLCsqFosBHvB6vQqFAnuJOQJZtM4NHo1IJCosLEQUAmETmqZ1Ot3y5cuhmTq/bV2pVHq9XpB0PB4Ph8NxOp2EEJvNxufznU4nHBWSM8QfIpEIrWubNm0CjgoIZHJyEo2Vy5Yta21tBZgPSiCSEvTCXXvttRBUCYfD8z20QqHYu3cverFINqCBrQRa8/vf//7cuXNCoRAFRbFY7PV6+/v7L168WFZWJhaLE4nE+Pg4sjSlUrllyxapVPr8888PDw/fe++9JSUlQPzi8Xg6nQYyBCoDdh2KC4gmUbv5e57vP7LwoJErI9+FJVWpVHNzc263u7W1dfv27ZWVlel0OhaL4dHjtcKfEEIQpQHqDAQCeAVmZ2eHhoYaGxsRhrLZ7FAohIclEok+bn6cSCQ6ffp0e3s7madQyyhgfHixWCxYCfik3t5eqVRaVlaG7/vSSy/hh8bGRsiSNDU1zczMhEKhhoaGkydPisXiJUuW7Nq1C22QC16PWq2WSCRABP/0pz+tWLFiYGAALvnD9jbX90IMDRkltVqNHe5yudBkbDQaA4FAPB7ncrkzMzPozaFpGl05hJCTJ0+2t7cDw2OyYULI66+/vm3btkAgcM0111gsFvhdxuKhVCSTyVCGgz3H35rNZkJIYWGh2+1Gr7nZbIYU0oLnhatmzvv++++vX78+Go1u3LhxdnZ2PspICInFYoA3CCHhcBgFSjShfKRNQcgV9NA2m81isQDUZQx3PB4vLS0dGxvzeDzwzeCFURQ1PDwMAwRUAW2L0WgUxhSFMXQiFRQUvPrqq7W1tQiHcWSEjU1NTT/96U/BylMqlQCx2Wy2Xq+fnp4uKirCo8Lm9vl8ULjEEyLZjhrwaHp6ehb8XoArJyYmeDweEtmZmRkQbgFl+3w+l8sVjUZdLtfZs2fLy8shWkTmVdAXf6IATODGYGUikcj09PTVV1+N6giDdobD4VwMDoCiyDzmR+iwCwibUJYDDDszM8Pn88Ex5vF4SqUylUqhJBGPxyH6odPpgLejhxgwMsw3rnkRnWp8fZSOGB0VfBe73X7kyJHrr7++vLz8L3/5i16vB/CQSqXwTcPhMMI4s9kMeIOpHTI3NtdJS0pKUA7n8/kCgQBKHeg3VSgUxcXFDCUQzhs07CNHjvB4vObmZo1Go1KppFIp6DDbt2/v6uri8Xgul0sikSCqg5QbIQRSo0jEISReWlp66tSpeDxeXFzc2dmJz0NsDnDcgQMHCgsLly5dClkGwGVo+oLW+jvvvNPR0ZGXlwcIhGQ7yAkhzc3Nu3btWr16tVAohIsSCARzc3PQs9RoNIB28KTOnz9vs9n2798/MDAwPDxcX1/f2dkZj8fR3cDhcMANJPMK4XAeCETgC/8JgDCAShaLxeS1zNLr9atXrxYIBEVFReDfgvOFogACX7gWcBgZrQLI4eXl5Wm12rq6Op/Px/RJUxS1eFi5CJZ2qV9tbm4OHrqgoACcTTT0L/hhyOEZDIY333yzvLy8ubkZQNGyZctOnDhBCJmYmHC73Vwut6mpiaIotCeIxeI333xzzZo18Xi8t7c3l3smWREuaJ7gO952223Y2Ava21zHQRhx5swZNH9GIhHERh6Pp7KyEvZWLpdXVFTAPWMbM9IOZWVlLBYrFAoB2Ghubg4EAj09Pdu2bSOECASCnp4esVgM3pzb7YY9xPvrcDi0Wi0kesRiscfjIYQgGB0cHKypqeHxeGVlZcPDw5WVlbnOOzc3x+PxiouLZ2dne3t7r7vuOkJIMBjs6emBREc8Hnc6nTgv+qqhI4aKu1Qq9Xq9/wiP4Yp5aGZzzM3NQVWusLBQJpOZzWbQHPr6+kBrAv1PLpcbjcZQKLR06VKFQgE/V1xcjOoI49JgNWpqagwGA03T0PSIRCL5+fk8Hg/CjbFYDKgvl8sFe14qlWL3ICkvLCwUCoVOpxOcrHg8jucHiRXkVblKcXDnvb29RqOxsLAQ6Q4yDPwXOIHX6z148CBFUWjLgY1gELxFSBkIKVAdQaLm8XiOHTs2Ojq6fPlyFHohs4cP5ErHYeCQazI5K0rshBCTybR69Wow0uHFKYqCQQ+FQoCmbTYbei71en08Hke/Frq6hUKh2+0Wi8WxWOzs2bMIadEAs8hmRYDCkE4JIeCIPf/8801NTTfccENvb6/H4yksLMQLBhySZKv4hBC73V5XVwffhmgaTiVXkYxkLQjDDMJFEkLAD0dEAnOJK1QoFGazef/+/cBgli1bhlZyv9+fl5d38803w2whfAa2TAhJp9MwEIzQBFjHYrGY6VXFh5H7MnQEvN6MK2KqJNjnPB7P4XCglu9yuSAlBjYyevxQToOVR4tdPB4HHAqeBzqOUDrR6/WnTp0ymUxf+tKXioqKgAxjwAbODs6mWCyWSCTIL+H8RCIRnN/iz/eyLDgMwDnApRBDq1QqgUBwzTXXgPrudDrBiWOATYqiGII9Un+EXFAmEYlEUqkUgncOhwNUmHA4nEgk8OYusoUu19q6dSua9bdt2wY6Cwj8C35YIBCAz9HS0oKtBb2wkydPDg4ORqPR1tZW6DgBHjAajehuLS4uTiQSJpOpv79/ftveBxZQGXR/EELOnDlDCDEajahhfdje5sr1y8rKwuEwPo/oCra0srIymUzK5fLJycnS0tILFy5IJJKxsTGJRCKVShUKRU9PT2lpqUajgcPr6uo6cOAATdPnz59fu3at2WxWKBTDw8MGg0GhUMzOzo6NjUHcF5eNBvHu7u6CgoK5ubmamhrYRqPRCBhsdHS0qqrq4sWLMplsampKIBAseN5t27a9/vrrYMNcd911qOhh8gLOOz4+jhgdVNy5uTk8hdLS0unp6YaGBrFYjNasj7YrrmQdGj8UFxcjawQaUFhYmEgknE6nWq3WarXImBH4gG46ODhICPH5fBBYhglGjROgMTwr1KpBhThy5Iher3e73WBFYvPZ7fYPdKAnEomDBw9qNBrcZei96XQ6GE34dTjRRXQM4MC8Xu/MzIzBYCgsLDSZTOAXIMmgaVoikUQikdLSUuhgIIVl3BjTmrngglmhKAoBPiHE7XaPjIwsWbKktLQUdtPv9z///POEkKKioptvvnnB46AgRz5UUUN8AAsF30wISafTdrs9FosBW4OOWDQaRQ7X1dUFocRIJKJQKNBEJJVKgSI0NDTA/6VSqcXTEUQeDNGMZBvfx8bGoCCN7m10lWBXIOJh3HMkEqmtrWVY6yTbwLZIQjM1NcVisYDm4XthrNP84guPx5svMqpWq/V6vVKp7OjogE1H7ztAVKvVCllBfGugwUyUw8oOTSKExGIxNG1LpVIUgyE2gg8wdDxEjUwBkmS5ymAzQbAJ5EFCCMhlhBBwZ3w+Hxwz+GUsFmvTpk0Gg6GoqAjgB9NKjmaKurq6pUuXFhUVpdNpi8WSl5cH4Aq8TsAnAPFEIhFzkYQQFBeZBuuPdeE9ArSYTqch5IIwGgQx1I8RNzDt6ag44F0GsIE7iX8CURR1KOAihJCzZ89aLJaOjo6amppcsFYuz3SpkQoe6OzsrFarPX78OH4JgZEFP9/T0xMIBND5IhKJ8PTnyx54PB4Wi1VUVAS3RLLh3cGDBwOBwOjoKIqAuXS2QUXENj5+/HhLS0t5efnY2Bj+9cP2Nlck4ff7k8lkfX09wxDicDioV87MzCiVypKSkl27dl111VWpVOrqq6/u7+/HI0Nll6bpkpISs9l84MCBioqKkZER5vaKxeLW1laUNvDi4LtYLBboIkOBHG1OVqu1q6sL6k8TExMajUav17/77rtLly6Nx+OrVq1iMNoPnPf111/Py8sbHx8H2QXq3+Xl5RaLxe/3h8NhtVoNUBaDhQwGw9DQEPAY/PLaa69F1P5374W/WleSy20ymeAvAcG53e75YTtuNwxcLBaDCGJ+fv7atWuPHTsGbg6kCiH7gGCZKQ/PZ9OtXLny8OHD1dXVMzMzjOYihGrB0MbePXDgwMaNG10uF4/Hm5ycjMVijB4IDDTsLCjKudTy0DBXV1e3Y8eO7u7uz372s0VFRWD5wkaDwqDT6b7yla9AngXlZ9gIKqvEmeu+wTLG43G80tBRaWxsbG9vBwhPCHG73S+++CJYHrk8NE3T9F/PMsECtIBWYIlEEgwG4Z/wkpN58HhJSYlarf7ud7/r8/muvfba8vJypgMNOnxsNru2tlahUJhMJoFAgIB9EfkwRlqE8WSBQGDfvn0Q0USJqLm5+Te/+Q26GpAbJRIJSP4ODg6y2WzUk3AzEa3Px8w/vDQaDZvNdrlco6OjSKTy8/MlEglgW6FQyNQU4OlDoRBuCHo2kGdD/0+lUplMJlTFEEgx2SeQDwYfZmReCCGxWEyr1aI8wRCwcdlo/6isrIRLJvN4Q4zDlsvlUI5j3hSEQSKRaGpqymQygVgAfJ4Q4vF4CgoKJBJJOp2GPxOJRKFQqKSkZHBw8Mtf/vKaNWtgVYuLi71eL4IAEO/xSs7MzExOTnZ0dGCzIaxEJs00g358C7xRFJIRf3C5XNSJBQKBUCj0er3T09NQcYfeC8qTwEJQjwDewFAxENQCBvB6vWDOX7hw4Ve/+tXAwMC2bdvuvPPO+vr6j/V70TQNVqNYLG5paYnFYhMTE+fOnWtqalrw80uWLAH7obq6enR01G63l5WVAbwBfoZ5GxRFyeVyCFIqFIq+vr5rr70WhIZwOKzT6RZB6RUKxdzcnMViqaqqwm4khMzMzCxob3O915lMRqPRmM1mj8ezZcuWN99887rrroMoRWFhodPpBEcPPYqEELlcnkgkRkZGOBxOaWmp2WweHx+/9dZbAdqdP38eN0Sv1+/cuRNiYcjTsDntdjv6LQOBQElJCRwEIUQoFB44cIAQ4vP5CgoK0LqCHAOSDLnOC8AcfkooFMrl8n379q1atYpky0nwERick5+fn06nq6urkcuBYrx79+5/hFR4xTw0OGJlZWXprGoj2DQWi4UpK7744ovr1q0jWVtsMpkcDsfw8HA8HkeLLdMGjtAYlgv1/+np6fr6+vLy8rm5OaVSuWLFCiaqZZTQRSIRo4Qei8U2btwIIt/SpUsPHz4MyAIkZxgjuECQ8nPtSJSOEEzt2LEjk8m0trZiTlEoFMLAA4T54MqhFxbQHDwfnVXSzrUQP0JwKh6Py2Sy5cuXQ+oyEonodDqoK994443r16/PdRDkHyQbd89/UZHvws/B/BFCkFMiU8E4LOBClZWVu3btSiQSDzzwAMkqxOEbgVlaUlISj8c9Hg8M6+Lfi2T9NKrR6GrbvHkz7DIhpK6u7qmnnqKy8hRIWwG6DgwMSCQSk8mE7wJKPKhwiyQ0bDZ7aGgIYTiyVYZqgFgEmKrf7wfUiXYATEJDRALlxf7+frBCQI0BsxQWkKZpaCAA2WbPU0ALBoMo1QNAlsvliL3AZh8dHTWbzSCr4zgMpMHw/JEp0tkxPoCsMansvffegwHlcDjhcJgQ4vF4pFIpngKbzcYAJXhuYDyYxsEoUMbjcdA1GBxieHj4z3/+89tvv/2Nb3yjo6PDZDJlMhloBiwefl2uhQgyk8mYzebTp0+PjY1BYgVzHYBFud1uPp9fXFw8ODgYi8XKysrUajU0gpgcGoE4CHQkC03RNM3n8/Pz85PJ5MDAAKYVDQ4Odnd35/LQHzk3+sAC2Y0QYrfbz507RwgxGo25xvMQQuBXqqurh4aGeDwelACkUmk6nS4rK3M4HDgaOiflcrlerz9+/PhVV12FvsSOjo4TJ04wBKgPL9xJNpsNZ0YIQZ8kwJ4P29tcykUTExMymWz16tU1NTVvvvkmIWRsbAwgEwo0YFqw2ezi4mJwVhobG3fv3m00Gt96660tW7ZA7YsQgpITIWRqaoqiqBtuuOH06dPIlIAhwXLiNZTJZA6HA7pGhw8fRnwpkUigeJ+fn3/06FGQQ00mE17PXOf1eDyIHi5evEjT9Lp1644fPw4qMYwhTdOJRAKlaDabzcC0PT09arU6Vy73d64r5qGBY2NSJCGEw+FYrdaxsTHwwgghNE1/5jOfiUQizAAveErcLBaLVVxcDH/A3BFMmABs2NbWBsEKVOwdDgdUuCGmgddYKBSiPBAMBjGvDdv63LlzyOkRaDOsbIwbYjQNFvxeEokEF3zzzTe//fbb3d3dmAxDCBGJRDCO2M3wZIODgyhvg8E/n6+44AoEAuFwGNoXHo+HgSJLSkqQ2AUCgenp6WAw2NDQ0NramqsOjRoenRXpZH4PhVGm6T6TycCuATdmYOpIJAKRsptuuunJJ588evToF7/4RQgjyGQyyK2jyxltbx6Pp7i4GDhErq8GVwGfAbg7Go2uXbtWoVBcvHixvr5+enpapVIJhcLp6WlQORinlUgkIPUALjf56w6QRWLY7u5ulUoll8tXrFjR1tYGjARdyBKJBF4HHCuRSIRsW6PRMOxoQkgsFuNyuXV1dW63e//+/W+99dYTTzzBuEmEXIQQoVCIjgAyT/kkEAjMzs5CDxU2Gu4WMxusVqvL5cLN5GUHGZFsOYBkU22XywV3S7L4eSqVQpsHJgcEAgFsA7C90KCFqgo6R30+H/Zhf3//r3/965KSEofD4ff70Y4IsjSYVmazeWBgwG63P/vss3w+32Qy8Xg8aNGT7FTWXLf6sqxgMIiOfIPBALBaLBZrtdrrr78evFyRSKRUKvl8/rlz5x599NEbbrihtLQUUxNA0QDHENsjkx24gg2PN0gqlZrN5uLi4gceeCCVSjFjUhdcl8tDc7nc2dlZQghmYKRSKZTDcwU9iOah1+TxeCoqKpBf6nQ6kF57enrq6upUKtVrr732qU99Kp1Ot7a2olsvLy/vxIkTMHG5/AfClKGhobq6OhRu9Ho9QOYF7W2u+9DW1uZyuSB+DFwqFAqVl5eDrTI6OtrV1RUKhWZnZ4uKitCcEolEurq6xsfHmRcZew8vGkYOEkKOHj3a2dnp8/nwMYwGQe40PT3NZrMNBoPP5/N6vV1dXRCnwsckEsnIyEhnZ2cgEJiamgLan+u8UCJCew6itO7u7uXLl6P2j79SKpUFBQXJZBIEYZPJFAqFYrHY5s2b7XY7NFs+8rpiHjovL6+/v5/hMuCmIIdYsWLFsWPHIDqB9w1wHOi1S5Ys6enpAQEHJA5GLZahd9I0je2OJACtVgiIUEBFNyohBLKuUqkU91GtVmOMBCFkcHCws7MTal9IfZDVlZeXu91ulUrF5/OZBlC/3y8Wi5GxMRWXhoaG+UVltDyiYoeO1XffffeRRx4pKyv77Gc/e/XVV4NwJBAIQJoDqA6EE+G8WCzGXMVEIoFPYpQI2tIgCi+RSO67776lS5du3rx5fHwc7xLsps1mMxqNLpcLyTGwVlh5pisJWl08Hg/oLrBTVL65XC7a0hCtgzvKZrO/9KUvgWxpMpkikQhuKSEErONkMnnq1KlnnnmmoqLioYceqqysZMqBJCujjTwML61IJNLr9aOjo8lkEpNGwQ4jhMRisdWrV//iF784cuQIGCjweaAvDQ0N1dfXoyrJVC4YdjqHw7Hb7Tg1enmnpqYOHz5cWFh41VVXtbW1oQUWGXkkEvH5fGfOnLlw4cJf/vIXUD15PB7sSCgUOnv2LE3TO3bsKCgoUKvV8HNTU1Nvv/12f3//N7/5ze9+97tGoxG4JQBtMJvASwK1zev1Al1YsmTJI4888sgjj+CCUSGGO2xtbd2zZ8/GjRtramoY5gFQZeQu8NmYpsrn83GjcHtRhsTTZN4CQohMJluyZMnSpUtvvfXW8fHx5cuXo+EK25LFYgHwiEajhw8flslk7e3taKIbGRnZuHFjZWUlmmKRyBYWFiKGoGkaE18WfN8vF9OKOYVAIEBjDFYoFHK73evXrwd6oVKpzp49y+Vy7777bq1Wy/B0GLkxhHdMMoAdzhAPQY4BR4+ZKzz/MhjYCUo1Z8+epSgKYvWg4l+q5trc3JzRaMRlaDSa/Pz8vr6+RT6P6a7V1dVmsxlRb0NDA+b+1dbWxmIxDC1OpVKf+tSnEGQzw9nQy0oIAWqCdwQEFPBg8IcsFqugoMDj8UCVbGRkBJVBYJkcDgfsPJhiFosFZyaTyU6dOrV06VLcIihDqFSqiYkJED+bm5udTiePx5PL5egnxjs7OjqKEiE6ADHDhhACgggGWoyNjZWXl6PHHcPZUHCx2WxKpXJiYgLF46KiIiZUxVw+APvV1dWYT4Xtim6LkZGRRc6LLsf55122bBkhZHZ2tqOjw2w2Y9qTyWRyOp2lpaXYFSjzYaR0NBpdfCzY4uuKeeihoaHrr7/+lVdeAbKEX9I0LZPJjh07VlZWho4UxLAVFRUIZwghUNJGsutyuXL1JWMLoqCInYfmK3TIyeVyIH5QXY9Go+Xl5UymVV5ePj09DWVQjAtk0iChUGg2mycnJ0+fPq3X6xFfy+Vyu90O1g+2qVAorKiokMvlZWVlIyMjJ0+epCgKbUgURTkcDplMRtP0mTNnxGLxsWPHLBaLw+G44YYbkAKePn0aKpvQIxSJRIwbRqcNkwEzeRXavgkhTz/99NKlS2+88UZCSGlpKUVRCCOg7402m7m5uVzPBYQabLujR4/Ozc0JBAKtVgv5MKvVWlZWNjg4ODs7W1lZqVar0S+YSqUOHz6MihfS6ImJifr6ei6Xe/z4cdhKl8v10EMP/fa3v4UvRHRFsvqLgBwTicTY2Nj4+DiaYbxer1KpRISOdiNCSENDQ29vLyqL+E0wGOzr6wuFQlBuX3BNT09rtVpkvS+88MKOHTs0Gk00Gi0tLa2srMStQzqIqAj33+v1joyMQA4JCa7b7cZAF5fLNTQ0NDo6qlKpVCqVz+cDUFZVVWU0GiHGgu4yJvphoBf0Q7NYrJGRkUwm09nZyePxvvvd7/7yl78EaxIKNshOampqHnzwwdtuu+0zn/kMIcRmszEjLBfpmz948KDD4UD0wyA3mUwGrRNlZWV/+tOfwKdFlt/T09PT07N27dqamhqpVCoQCGw229GjR0tKSjo6OmZmZrRabTAYzMvLQwMxwk3cf/QjIOa7XDnlpS5mIvj58+ebm5unp6cfeuih73//+0Cb8BRQqYEHQhM/ngiQJGTVyATmq4HijcvVSCaVSvfv3/+d73znzJkzJSUln/vc57761a9+BAGp/Px8pnswmUz29fUtQhclWQ01YAbgSU1OThYVFdXW1p48eRLsJ/Tmzc3NGQwG9DKhm2tiYgKPyefzwakw8yg9Hg+GQMOyMZJEcHigVoBflkwmfT6f3W5HxIa5O+ikQlYA1SOoUBBCVCqV3W6HhYe/JIQIBIJz5861tra+9957GzZswNtHCKEoyul0XnXVVcePHy8tLbVarbhgCJXE43F0fg8ODlZUVNhsttra2oGBgZKSkuHh4dLS0kwmMzExUVVVBTgdpeWxsbGhoSFG3vgfPG9VVZXZbG5oaOjr6zOZTGNjY8jsQU3X6/VSqZTP51dUVAwNDU1PT1/qfmDWFfPQOp3uwQcf5PF4vb29MpksEomgjBQMBqHEiWFnbDYbw025XG4oFOrs7Dx69Ch6HP/mKZRKJbAghUKBdw9bDe8P8puxsbH8/HzETaAXYUwQTdN5eXmDg4MAmkBhg2w4lBDKy8u1Wq1KpcKcOMxjsNlsf/7zn6+77jqtVqtQKHQ6HTqGFQoFJisDhHE6ncA8UWoaGRnhcrlVVVWwC6i1hMNheGtEtTAl8NDUvClScNUcDsdms5WUlPh8vscff/yuu+7q7OyEpCibzbZYLLgDcLSMUt2CC01EKpUKsAEgRLDECwsLEd3bbLbXX3991apVGo2GpunOzk685KlUCnQVTMGC+LNYLO7s7IT+FOS+wYwj2VIxXuBgMIg0HSoZDocDLzMwDHwAcEVXV9ejjz5qsVjwUiHYP3TokFQqBQ9zwQUZrB//+MdcLheKQkuWLEGJFyQ4ZJA0TQeDQbSZXXPNNbfddtu6desKCgoQ56FHXCwWg9X49a9/XSQSeb1eGH3GspMs9I0vCFCanV2EEBaLBRHN3bt3Q4lFKpV+85vf3Llz5/LlywOBAIKwEydOtLa2bty4cWBg4MyZM1qtdv369ZiRIJVKZTIZWuMWXMeOHfN6vZOTkwcOHAiFQhqNBp3Np06d6uvru+aaa77+9a/DeaMVhMViQdEClAgOhwNpJBSVkIQh+8eEDzwLOttkjHfnb76SH9+ampoqLCxk9A/27NlDUdQdd9zBtImD60RnZcjwyFjzFl4oZqAIQiWaprlcLhOjf3hFIpGzZ886nU6NRhOLxcAq+Aii5RBIEQqF69evf//998nfws/RoQ7Mn6m2wEaVlpZqtdojR46AEmgwGKxWK/Th0dcKzDkSiZSVlaFhMhqNItXDpFRCCMgHZJ6cKrYcm81GgoG+SuQALBYLABg+DEoETdNoOMQAArfbzTAzUDPat28faEZ79uy55pprnE6nzWZrbGxkZbV1UWwCBA2ojKZphrKKHir8+a233kqyuLTFYlGpVMxMC5qmdTpdX19fc3PzsWPHLuN533nnnVtuuYWpS0IeGPgrflNQUHDhwoXm5ubDhw9f6n74fx70R/7Lf3AplcqVK1cSQgoLC+E5CCHoHh4eHqYoanh4mBGcO3HixLJly9Rq9SOPPLJ+/fpEImG1WkOhEG5HrgVgk81mM42zAFEzmYzdbi8vL2fIk0NDQyKRyOFwDAwM4G/vvfdeEG0gMISA0Wq1YngGRBClUqnf75fJZHDhIpGot7c3k8mg+wh4F9qCkWowrczMm0/TNJQHsKdR/NNqte3t7SBbkSw8yMTXDN7AqEag6QUbCIH8unXrNBqN0+kE0ePUqVM0TaMvCK/fIi+/WCyGWqdarb7uuutQfCVZQUfIXExPT/v9/urqaryxEM9D1yPzclIUBWaZUCicX7OfP4ogmUwyYsg+ny8vL4/P54NPixCbzWYzsmgURUkkknA43N7eLpFITpw4sWLFCqaV6MKFC1ddddUiRW7MJH3qqad4PN7Xv/71O++8s7W19Yknnjh9+jRuI0i80OPkcDh//OMf161bBwgOtx1Cp4jhhoeHgW2QbMEbsD/UhpGO4MWGciqTrjEdbgiSuru7v/KVrwB7/PKXv/zcc881NjbW1tYmk0mn03n8+HGgAl/84hfffffdp59+2uv13nTTTVB5Q9CT6/uq1erW1lY+nz80NGS1WgsKCph2PugmJhKJ2dlZvV7v8/lQ2cVEIIaSjVxneHh48+bNwIc4HI7H42HU5fCUUVhhZUW7Pu5+6FwLLSF+v7+5ufnIkSN/+MMfvvOd7zDUMEJIJqudR2VVQplEmTGysViMqfFjc+ILLkIN6enpef/99/1+f2Nj48jIyHvvvbdmzZo1a9bkmuqYa0HVx+12P/HEE6C4Mq1NuRb2pMVigXmBT4pEIlqt9syZMytXrsQ4LAZoRPfgwMBANBrNz88/fPiwRCJpbm7GodRqNZq/YYUQXqNJQSgUIoAGKF1UVGS1Wk0mE0gS6MOEccDrD3UEOHuKooqKig4cOIBKot1upygK81gxYsDlcjU2NkJOoLW1laZp+IK33nrL4XCg1QKkELFY7HQ65+bm0IhrMBg8Ho/b7e7q6oKibXFxsdFoRK8so8L97rvvulwurVbb29sL439ZzovyNvKZoqKi4uLi6elpFEC9Xi9N0++99x7Kc5B7u6TNMH9dMQ+N8cxAREl2LCuopAwqBYKf2WxevXo15CdXrlwJGwqnKJFIFjFS6NAnhNhsNpPJ5PF4cC74fkKISqVCoAR5augn/+EPf9i2bdv58+dPnjy5bNky+D8ejxcIBFDtAJ7GtLemUqlQKARDAIIoOjpisRimwiHJSCaTGEEoFov5fD4aWkBpwQgQoVAIhUio4YC3wtTG0GqMfBEJNJP0M7amv79/586d999/P3SymMaSubk5h8NRXV2N9mu3251roA0hBKCfwWDgcDhMERptA5BQAL0IppzD4aAZl6ZpJPogOuHm6/V6DJZGQYsQYrFYkF7guSNkwR8iwnA4HAcPHjxy5EhjYyPqAhBPhqEkhMzNzVVVVa1atWrnzp2rVq1ChjoyMjI3N9fV1bVIYxWInbfeeqtard60aRO4P2NjY5gsySiWMFQ4o9G4adMmFOqAOkQiESAoAK/MZvPc3ByitKKiokwmg6J4KpWC6gKOgwgDPoDMi11qamqguYhw3ufz3XPPPS+++OKjjz768MMPt7a2Pvvss62trXV1daDGrFy58r333nvttdcwa4jFYoEmmes53nfffddee61er0crM+rThJC33nrr0KFD1157LSFEp9OJxWLoEmMyyvxZn4SQurq6F154wev1QnucEALonpHMnL/g0v5OYdfLvqjsOOfx8fFnnnlGJpPddNNNDocD+lzYP/OLDnR2vg6aoblcbiQScbvdTqdTp9Pl5+eLxWKkhiDr5gr+Vq1adeTIkenp6bm5OafT2d7e3tnZeanumWQlAjkczvxIepGIB808JLvBEFXb7XYg3kajEXJdOHJvb29LSwtN02+88Qa6hqxWa0tLi1QqdTgcFy5cwIx2qAsQQqAckkgkxGIx7Ew0Gq2trYVIrVqtNplMU1NTYE7JZDKDwYCIE81vAoEAwgxHjx7FBbz33nuf+tSnamtrcfHvv/9+V1cX+POwgUqlMj8/H/QOaGdu2bKFEGK1WoeHh7du3To4OAjtPBh8DD4Ri8UqlerUqVMtLS0YjA0FC5vNBimCUCh09dVXg6vk8/lOnTrV1tZ2uc7b09OD8zocDhBInU4nGjGCweCGDRvATfZ6vYye60dYV8xDw0diTyCcB5Ua78/4+DjUjwGunjt3rrGxETUzYEEoXmI+7oLHB2LJJNkwtSqViumoAxUQYzN8Pp/P53M6nZFI5Pbbb3/qqad0Oh0ATEIIxizCPxUUFICXRAgBSIhXF+lUKBRCSxWofYSQYDDIyQ4vgrPB5yORSCKRyMvLY9qZsNhsdjgcnpubA4iUTqe5XK7H4wmHwyUlJdDbItmAhhAC40IIgbKYy+W65ppr4vG42+3WarWBQKC0tHTZsmWHDx9GV0ZZWZnH41lEVuL06dN2u91kMsFpgdvM4XAQHyCAiEajoInCSaNBCMYdTBw4XYvFAs4tyWr9I7IB/4IQolarQUIGTeOtt96amJiA9Lrf74ckAtIXpp0XX3/t2rUvvfTS0NDQ0qVLfT7fO++8k5eXV1ZWxuBsH164S7fddltLSwsYoWi6QCkXDXLMh2dmZuDRAXoXFBTgyhneH8w6enBRq8MwALTS+nw+aK0DMMAx6ayeK3RheTzej3/84/vvvx9NJnDht99+++OPP46C4mOPPfa73/0OXQCAXh988MHvfOc7P/7xjxsbG6F5tEi9E904wWAQxHiMf4DGQiaTqaystFgs8LtsNhvDs/Fl4/E4ZkiAvptOp/ft2/epT30KbDgG0cFZQPMGeo934Z/QcLXgslgssAZf+9rXTp06dd999/3lL39pbGw8evQoro0RG2Cay7FbcIswWdVsNh89erSjo2Pz5s2NjY3gzX2gtf0DKxKJtLW19fb2Dg4Otra23nXXXaWlpQxZ8u9fXC4XmSuax4aGhlCZWgSTwEtnNBpRTCFZkQls6crKypMnT8pkspqaGvC2BgYGrr/+ekKI1+ulKApJhVarbWxsZBjdML/Q4ySEgLQoEAjA6pJKpQBjjEbj9PQ0TdMXL15kRmhEo1F06IAuHg6Hv/71r7e2tr7//vsoPEej0SNHjmzYsGH9+vVgRLvd7snJSfRHud1u0EWRw4DrYLVaW1tbd+zYsWXLFmCBhJCBgQG3211YWDgzMzMzM4OZkmVlZTgmIUSv18PSnjp16tOf/jQhZGJiAjWO48ePX5bzzs3N4VzFxcUnTpzo6OjAzQS/pLu7+5ZbbiGEjI2NAQ78yOtK6nJzuVymYFNbW4tvgonfEGx6++23XS7XxMRES0sLbAEY1zCUSKZzeWg2my2TyX7wgx+QLP4D0Lipqam/v1+j0axYscLhcKAuMjU1JRaLKyoq8OqeP38+Eok0NDTMzMzgr6AOmEwmMYkL1Bh4R6RECMlHRkYSiQQOCz4wgES9Xm+1WhUKBbapz+c7ffo0l8u94YYbgAMjkgD3TywWI6H0eDyA6dAqhqk1jJVBTRRQqkAgsFqtPp8PbyCiAZJtqSouLj5z5sxrr722efNmKtvLm+u5WK3WYDCo1WqR3SKVxz8BBCOEnDx5EsCyWq2G7eNkpwbhrxBn7Nixw+FwbNu2rb29PRwOg6BHZwdgE0IgQ2Y2m2OxWH9//7lz5wwGw4oVK6ampg4ePIjCM+DcdDqNyAwDTkpLS7u6ul566SWFQjE+Pn706NGvfvWri9ftlEolmsVhakHr0Ov1aAXBVAl8MplMnj9/XiKRgK7IvGDM8e12eygUEovFGB/C5/MxSnJoaCgQCOTl5Wk0mmQyGQ6H4bro7ILOA2q3J06cKC0tRcCOeN/j8dxwww06nW7Dhg3PP/98WVlZbW0tEmWLxaLT6crKyjZu3Pj8888/++yzoCgvAoQy49Sw85lUHrpgMpkMlXLsOhQ10RoHqQC0nBUWFl577bWHDx++4YYboEsKDw1SBXN8gExXtg7NRBtisbihoaGyshLFP5B0kAgiWIGH5nK5gO4x+w4zcKemprq7u6VSaWtrK6Iozt/SdedwOJs2baqqqspkMlqtFtDC4n3/uRbqxEwpfXHaHQwgn8/HLGRcJzO9RqfTYfyG0WiksmK64DOy2eyzZ88CuSGEQBXryJEjP/vZzwghoD7Nzs6CVYoKFHQPQQzk8Xhut5sxIJWVlWgrIIREo1GRSASDDHGY3t5eXBU84pIlS7Zt24Z+6OXLl6OFEjkS6GZgvfX397e2to6MjBQXF7e2tp47d66lpQUtP/feey9TcfjjH//42c9+1mQyxePxmZmZioqK5cuXj4yMBAKBmpoaTCdaunQpj8czGAxzc3MYA3gZz5tMJmdnZ0tLSzs6OsbGxjBtDKwOCDAbjcbZ2VmHwyGRSD6y1t6V1OUGYQfZpFqthqdE3cLv97/99ttQ+kQRBYVeJHORSCQYDIKFlGsTh0IhlUp15513MhoaAoEAxVS0plAUBfeMaWJSqRRO1OfzNTY2btmypa+vr6GhAUcDLxHXiZeQpml2VkCbYWDOzMxQFPXGG2+8+uqrmPwBogq4FYWFhaFQyGq1jo6OHjhwADDLPffcwyBvUqkUmSi0nHw+HyqCmF+m0+nYbDYYuZFIBP/1+Xyofe7du7e3t3f16tV79+6VyWQo6GLOMZQy9+7d29XVRVGUXq9HK9qCq6amBloujD8OBoPRaBQ4D5fLRWGbx+MdPXrUYDCMj48XFBTweDybzRYOhyUSCY/Hi0QiCGBPnz69b9++++67784778SwNgQfCPkRwRw+fNhisQwPDz/88MONjY0TExOvvfaayWQyGo1msxn3BNgJaPOYzHjbbbetXbu2tbX14sWLNptt27ZtMzMz2CELfi/E1JhGarVaq6qqotHosWPHIG0P7Q4UERKJxNTUVHt7u0ajOXHixB/+8IeSkhJQCsrLy/FE7HZ7IpF4+umnVSoVZMlRup6Zmbnlllu+8IUv6HQ6OG9GZ41h9sFc/vCHP/w//+f/YOYPqHOI6BsbGwUCwX/913+9/PLLGAMKDQpCyPDw8Lp16wKBwBNPPJGXl3fHHXegiL7gQlENZHiIPKMTgcfjITmDf2Kz2TabDTMSEFeBLMZisYB5LF++/Mknn0R9B3AxSowURSHFZG4vxJtyRcwf9wI2IJVKH330UY/H09ra+rnPfQ5kZtxwmqYZeRaaptFFQwjByE4AG+Pj45iOVVJSAkwFqNUiXwpJAmMWTp48KZfLAS9f0oJpAu86Go1qtVqm03fBhepMMpn87Gc/i+TB4XCgua6vrw+WjXHPc3Nz+fn5TMvZunXrJiYmOBwO2tnZbPbKlSuBgaNlPJlMwswyfqW7u/snP/nJG2+8kZk3Cg9lO3BxEI+ixcZms7HZbBSSqqurT5061d7erlarJycnwY1ldL4YogBQYthqJKnV1dWgaqOnH1HFSy+9RAhB71N7ezubzX7nnXc2btyo1+vBLYWkIE3TKI8aDAa4Z5qmoatzuc6LIVc6nQ5i0oy2TElJycTERFlZmU6nA3cdd+ZS9wOzPnYPzbgfVNoxTQHNediFDEUZ8I5arYZrBPkoEAgg88Be8Xg8cAkgMiBhNRqN86XJn3jiie3bt6PTmsViQRgdoBN2BqQhmJgI4R4hBIUEVEy1Wi3GxaDpmaIoh8PBiCSTbB6PYcDoYnQ4HIFA4Oqrr66vry8qKoL0h0AgYLPZJpMpFouBYdHc3FxRUREIBHbt2gV/DPFRiKukUimLxYLRXslkMi8vz+FwzM3NDQ8PoysRl0TTdEtLy8zMTFFRkUgk+ta3vrVjx46ysrJf/vKXML7FxcVoLheJRNPT00uWLBkcHHzsscdqampEIpHVavX7/eBHTE9PFxcXg+kqEomOHj0KSAroNGZVmUwm3GGz2Qxpobvuugvttkwd4QO1bVwhTlRTU4PEEVAYKPHd3d3nzp3z+/1DQ0NarfbJJ5/kcrnhcBiy9XiX9Ho9ivQcDqekpAT1b/BIjUbjfffd9+ijjwoEgtdee81qtaLX/APkILBz4d3hpNlsdlVVFaxPbW1tf39/YWGhzWYzGAzJZHJwcLCurm7Pnj3bt2+3Wq1tbW3vvffeU0899cADDySTSej7E0IYhalwODw+Pk4IkclkbW1tQ0NDZ86cufrqq1HLHx0dBU0aBUWQGC5evPjee+/927/9G6AdlUrl9XqBh/t8vqKioltvvfWmm24ChgYMGebbYDDweLyamhq5XI6ew0XefGDOqAQBT4I86tTUlNFodDqd9fX1aCjXaDQAP0AyYNpOmN7Zq6+++ic/+cn3vvc9rVaLbYAKJYq4dFZjFTAyydaPCCHDw8MFBQVg0TNFBFwPQtvFUdwFVy6eARMlFxYWFhYWAjNAiEktNHTL4/GAk48vguYiUEZaW1uZHk7oUZDcaTR+D169SCRatmyZ2+3+CM3fCoUC82CCwSBsJqo/2Dx2ux3v49zcHHAgXDaYWTabDdLCaKlqbGx0u91wz6jT4W8xrgrHLy0t7evrA4sCwGFnZ2cmk0GcAbvE4XC8Xi8ERMvLyzEyC/4P18xgbDRN2+320tLSdDo9OTlZXl7OjE/t7+9n/gptwejmJ1nqAw6VmTePQKvVor5ZU1OD2YAcDqegoGB8fDwWi01OTiLjAn8CdGPUNJnJLsPDwxhcxGaz5+bm+vv7UUFAmfyynBevJyRumPMODQ0ZjcbS0lI2m2232+ef91L3A7M+dg+NVA9KK4SQqakpDocDwaO+vr5ly5ahuYXMYykj/Kdp2uPxILEGUy6ZTGKH5efnT01NgYaHnCwUCgGRPnbs2Pbt2/HaYBRoOBxGNHfs2LEVK1ZAgAnu+cyZMyqVClEPoGb0vRmNxrq6uqKiIoQO0ByenZ3NZDL19fUwlxwO58CBA11dXRApO3fuXCAQ8Pl8Dz74YGVlJTOpFwYIonQYiiKTyaD7ajKZoMrJ0FgIIeBnabXaL3/5y62trcPDw1VVVd3d3ShvPPLIIw8++CDKTkuWLNm8eTMurL29fdeuXUuXLt26datarQYHFYVkzIBKJpNjY2PHjh0bGBhYuXIloAKorIBDhPGRYIQtXboUdxX4D3YzolSVStXd3X369Ol3330XBiXXc8ds9oKCglWrVlVUVKDuxShPWa1WKDIWFxevXLmyqqqK4VKRv7YCiMqRx8vlchSKpqam8vPzN23adOrUKbPZzOPx8vPzg8Eg/AccOVBoFosllUoxUxl4Hbq38ViDwSBCKJwFQ9ePHj2KMZHwoDqdrrOz85577sH+ZEQQP7C8Xu+ZM2f2799/7bXX1tbW4pti9ho+AGEvs9kMm3jzzTcHAgG32w1aGUAdpVL53HPPqdXqa665Bls3Go1iGAmuXyQSNTU13XHHHQgRUFqbn2nRWa11uHz8FSx+OBwGKiOTycCZQu8NeEAjIyP5+fnomABrEvtWLBavW7fu/Pnzu3fvvuOOO0QikdlsRh8j/AedFWBizgtpyaeffvrPf/6zQCBYtmzZZz7zmerqaqbFjqlVZxYVZL2ktQgQveACddnv96PQhkrK2NgYwjjGgiPsYOgjH16IqmHoQdH/yJV4vIlwKps3b3777bf5fD4sBqI9QggyBIipbdy48bHHHoOCodlshng+TdPYt4Cmp6enA4EA9hiOD/6U3W6vqalh+IMfXgiLQSxIJBJo1oK244KrtLQU2UV5eTkuiSF5LLiYcEQgEHC5XKVSOTk5CYl4THUkhEDCAQUpvPWlpaVMgR94AyFk3759LS0tKpUK4cXp06ebmpqgwVdcXHzkyBF8LJFIhMPhqampK3Lev6c9eMH1sY9UY7PZ0G8ihEDUxmAwCAQCg8GwbNmyvXv3SqXSkydP9vb2Op3OM2fOQLQF71t7e/uhQ4cwvBmhMSGEz+f39PSw2eza2trx8XHUmTBPLZPJNDY2IgElhEAemRCC6vWKFSump6chcEPTdF9fX1tbGwrGaPNFEySPx7vllluqq6u5XO67774LNSVCyP79+6FhBIA9Fouh+9Zms5nN5srKyvfee6+iokKhUODiE4kEQ6gB+ZwQEggE/H5/IpGYmJiAXgSM1PzRSaBjXHfddaWlpUgHjx8//oUvfAFe86c//enBgwelUml9fT3advV6fXt7+wMPPPC5z31uyZIlJSUl5eXlZWVlFRUVNTU14B5zudz8/Hyn03no0KFAIOBwOEAUZ0wP0qnZ2dmBgQEMqgLVCOolhJBYLAapqSeffBKlLxiLVI6FPNjv90O2M5FIMK8r8rOWlpbbb7/9C1/4QmdnZ3l5OWqE+MAHvI7X643FYujFghBmcXFxf3//Cy+8gDEDd9xxx+7du+GGCSGwLLh14XDY6XSiDxs2FMVFLpeLx42KPiriuMKdO3c2NjZi8IDVarXb7amsMDshRJJjFRUVwegvX74c8q5Op5MpJTL0eyiQrFu3DoLqarUa4qkSiSQQCLz66qvHjx/v6OiAND/0qnBeNL0gHPzCF76wevVq8tfztj+AiOKxQkMN/4R82ul05uXlMYQAFouFWSw6ne7ixYv79+9HiV2lUqGmGwgEKisry8vLu7u7Dx8+DCoADs7g9njiAPCRIh8/fvzpp58eHh6em5vbuXPnX/7yFwazZYKDdFaQ/7IsKseicyw2m/0BjdJkMul2u8HJZzjt3Oy00FznZaigiDwkEglaVD7CV0DvSTqd7u7u3rNnT1tbG3gDqOZC4p4Q0tvbGwgE1qxZc+bMmaamJqFQODY2BoRWKpU+88wzuBv4q2QyCQBvcHAQjAqr1crlcqVSKYfDARKz4MJYDuxtPN/Z2Vm0b+W6D2D1zs3NFRUVNTc3WyyWRZSRampqbDYbLmN+CwBa5vAzIkWn0/n666+jZgyCZzweHxkZMRgMJ0+eFIlE69atgxRPIpFwOp1wkzweD6OaDQbDrl27cECNRnOlzrv4o19kfewe2ul0godCCGHU3YCcUBS1adMmQsiyZcugkNDW1oaOZOQ0b7755urVqz0eT1FREROGgC5YUVHh8/kqKyuZ2QDT09PYeSqVSqlUYrt3d3dbrdbS0tL9+/djTBtFUeiB3rRpk0KhkMvlV111FQBkMJh0Ot327dshJHL11VdDg4wQ0t/ff+ONN8bjcQydhcLt2NhYOp0uLCz0eDwnTpzAeFrUMsFwJoTQNM10M4N+mUwmh4eH8/PzGTSJx+NBnBKEYXRegdO7b9++YDD4zW9+UyAQ/Nu//ZvX6/31r38NDXpQEMEGv/vuu6uqqgD7MxAT2v4IIXw+f+3atZs3by4qKgJLyGQyYXQHyU77IISMjIwAxMZV4QfAnk6ns7Kycvfu3Vardfv27TMzM7FYzG63Z3IsNA2PjIygEwlsA6ZgIZFIWltb77zzzm3btqlUKph1BhvMzJMKB4EAUSq40yiXHjx40OPx3Hjjjf/5n/9psVieffZZUDzcbjcgZVTpMEwQDml+coMbzmKxMH0Ezwg8VYfDsX79evRBQoIAIZ3f77fZbJEcCy4HhANUnqDcCwFzxKlCoRADNJubmxm5IkaWq6enZ//+/evXr9+4cSOPx/N4POjcI9liJ3pVwaiHg5nf3c74HpLVOgU2A+QfJ4JRhggaozEC0E+hUJSUlJSWlqKSMjExATeDLXrnnXcajcZHHnnk0KFDhJDx8XHcXjRGQzMZ/UIgRQ8MDKBPF8jn3r170Y9A5jWeMW0IV2phVE88HgfhFo1V0OVgGgcYtZNcBwHgNzg4+PLLL7/44ovQf2bIB3//cjqd0KeUSqU333yzxWLBSGaDwdDc3Ozz+eAmfT5fc3OzwWA4ePDg0aNH/X6/RqNBtldUVGSz2e69914+n19dXd3R0UFR1MqVKymK+vznP3/LLbe0trbW1NQUFBSgoEZRFEqtCy7UPhCkojjNYrEW0ewTCoUYZoq7h4x/EXoUKgupVAr6iRcvXsSuAHMWn+nv7wcCum3bNhaL5XK5+vr6QGCqrKycmpqCAOfx48chyMPj8bRaLXIPpVLZ19dH0/Ts7OzGjRvNZjNijit13o+8PnYPnWvBK1AU5XQ6ITXH4/Fef/31uro6iqIkEsmRI0dQ42SxWAcPHpTL5b29vWazWafTeb3ed999t7i4GCnR7OxsKpUqKiqCbDVFUYcOHUokEoC1RSLRrl271q5dKxaL8/LyTCaTSqWKRCIWiwX6dhcuXKAoKj8/n81mb9iwAXYNIT+yVZFI9MorryxZsgRa0EjCZDLZfJj9gQceaGlpKSsrk8vlCKhhUgkhMFvw0CqVCkQqlOGZaRkkixACkcYtAsvg1Vdfveqqq8RiMcoBP/3pT00m089//vM//vGPeXl5UqnU6XTSNI0UEMq36GLCTQYXnRBSWlp66623omxjt9tBB0PnIjqzCSFnzpxZu3YtWA8IqgCNJpNJo9E4NTX15JNPbt++3ePxYG6BTqfj5VhsNntqaorH4+n1ekROIAMDQmRqH/BPDGSKS4WPh7MBO4HP509PT2cyGcRe3/rWt/r6+n70ox/deOONpaWlTz31VEFBwZ133vnCCy/gK0NA1OPxwG3QNI0OdWgnkXleDX4CWqdSqfTVV18tKipqamqCkWUcPNJfhv/14YXJVIxOOCEEbf2c7EI0YLfbw+Gw3+8vLi4eGxtDEhONRnfs2DE6OnrHHXds3rw5Ly8PEy1h4ODg4QKDwSD0EFBSwZ1c0ENjO5Esf5vpmh0bG8N4KLxZIL5xOBxQmsFPFIlEpaWlSqWyu7v7tddeO336tFqt7ujo4HA4+/btQ+DIpAvg8YG1jvcxkUg0NDS0t7dbrdaLFy9i7BKmR+P5ouw9v67xjy9WjpUrggSZkRCCcFYsFlsslpGRkfLycrwy8ylRiyyFQrF///7vfve7jz766COPPPLf//3fmUzmI+RMWq0WQh9ms/ns2bMFBQXY+VR2Bjx2ESN0RdN0SUkJylJ4cQYGBqAdBFgVmhtAvA8cODA0NETT9NDQED5TX1+vUCjeeOONXNfj8XjA1cjPz8dBMpkMBjguuDgcDlTVYIEVCsWtt96KPH7BxWazGxoaxsbGli5dKpFIkBjAw42OjqJJYfXq1Tqd7uWXX8ZNOHfuHIo7BoPh3LlzgJ2TySRGbixdunR0dFSr1UokktHR0XPnzpWXlx8+fNhgMIApWVhYiBjiipz3UvcDsz52D43pjaDjQ+QFKp4rVqyIx+MbN27My8vDppFIJA8//HBlZWUgEDh+/HhnZ+fk5OSOHTv0ej1m1tbV1RUWFnI4HDThDQ8P0zQtlUpLSkrAhmdwrcrKSq1Wu2LFilAoVFBQsHXr1gMHDqA0Ozc3B6ymoaHh2LFjCAKEQuHs7Cw666+55prJyUkOh5NOpxm2zp49e77yla+4XC6IM8Od8Pl8mUwWj8fvuecen8/3wx/+kKKoWCwWDocx8RQMAsw5yWQySKpomsZAgg9oQjFZI4rWhBCVSvXiiy8mEomvfvWrwWCwuLjYbrezWKyf//zn9fX1P/rRj/bt20cIwSB3xtBAq93v92NGJ0VRoHxDkrOoqAizx1UqVSAQoLIKGxwO5/Tp0z6fb926dQg+mNBSo9GAwn333Xd3dnbecsstECGBrnWunBJzFaH/haQW8CZkASKRCChdjFdmtJzIPJQbhGEIhxUVFXE4nMOHD7/wwguhUGjjxo1lZWUcDsdmszU1Nd100006ne4Xv/jFk08+uWvXLqvVyuPx4FAJIYBPcDoqKylFsm1pmF3N4/HC4fC5c+eWLFkCGRm32+3xeKxW6+zsLOa/LoKaYgODFQJ3CDokyWZgnOxAAiYIw+dJlirR1tYGmig+DIQD3dVMgqLVaqFQiwFizBBA8iEPzeVyGWyWYWah5AZKFP4VLyYCu/HxcavVijfi8OHDv/71r0+dOoWRRMFgsK6u7v777x8bG7vzzjvxSfwtm80WiUTzWfQsFmvp0qXbt2/HWGWk7MCo4B0ZTvWVXVDBS6fTyEFPnz6NjiClUgltdqbPeJFcP5FIvP7666+99hrKJW+//XZPT89HuBjoxhsMhsLCwtbW1meeeWZmZgYGk6IoDEjm8/m33norNuHs7Cx2LIDWgwcPIl2Wy+Xo8x4fHy8sLLxw4UJ5eTmfz29qajKbzVVVVV6vt7q6+uLFi4QQRslywe+FNn1CCIfDMZvNDEl2wWW1WtFpAm6aWq2+6aabIFi24Dp27BghBN7u0KFDaGrAl21tbb366qvRL8DhcB555JGSkhKapsFkeuqppwghLS0te/bsSafTmHcO69HS0jI7OwttL4T+q1evTqfTyOsIIZlM5kqd9xK2wl+vj50plk6no9Eo7giUNSFI9MorrxQUFJw7d27v3r2RSATRIrS0JBLJmTNnCgoKTCZTSUnJ1NQURk6xWCyr1Qroxul0Xrx4saurKxgMjoyMKJVKlEtDoZDNZkN1DSIGxcXFHo+nq6sLoii9vb35+fmMGVq1atX8poKLFy/W1NSglEIIGR0draysPH36dFlZWU1NDaZxIHEBy2Z6evrChQvvvvvuH//4R4C3KPsxaTHsEf4XAPjU1NSJEyc2b97c0NDA2Ckkczwej57XkwPM4JprrsHAc8QfPT09S5Ys+Y//+A+Px/P44487HI6NGzcSQkBlRzKN7iyappnyNhRXsHt6e3vZbHZjYyPaaXBqt9t98uRJRmo7FApBzRRebWJiYt++fTwe7/7776dpuq6uDlOQh4aGqqqqFnzux48f7+/vX79+PUVRUA9G0R3avBKJhKHRASyFEaSys5vmxyvQ5Wez2adPn37xxRdlMtn999/f2toK/iRYVFdddVVjY+NvfvObP/3pT7t3766vr9+4cWNjY6NUKlUqlUAIQIuNRCJQNkXtmRCCodfxeHzPnj1Go7GlpSWdTkOuBNgXZkFSfz048gMLbgzBKKBpbAMQbfAFBQIBpmcSQsbHx9FDhdm0V199NSHE4XAIBAIUdOCV0cfFqJfDJWOH4HX4QN7M/EwIQYsUUnlCiNls3rVr17p16+rq6hACorEik8mkUim/319YWFhdXW2325955pmnnnqqqanpq1/9KoTVSBYkP3nyJIRWNm3aVFZW1tjYWFJS8oF7AoJrZ2fnmjVr3njjjeeee66mpob54vNzU/SA/R1W5G+vXPkunaPUzePx0CeCWzo+Pn7gwIH6+volS5Zg+hliO7ALF+m2QqM/RVFlZWWgggsEAsgJX9L1A9iDIQqHw9u2bUNXC8g0Z8+eRRp38eLF1tZWdCQbjcbq6mpIzrFYLKbS39/fX1VVhRcfA83Apd+/f//atWsBLgKvtlgsTAvMB1ZBQQHGhUHUXS6XY4RMrutnurOUSiVN08B+fT5fLtm7FStWIEYPhUKrV6/GtCS9Xu92uwHMxGIxNJ1CfbanpwdfHDOBhoaG1q1bx9AMYccIIR6PR6lUgu07NjaGuBwEJozHvlLnvaTNMH997B4aZFqapmdmZtRqdXFxMW4QnhxawqHFgRIvIYSiqDVr1mBYkEwmwxTu0tJSl8sF1gMhRCQSdXV1DQ0NVVdXM7O9sFmh3gxpRoqiYAqDwaDBYLDb7ZjoMDw8rNFowMeBYBBKUGDh4oDQVU+lUvv37//85z8Pqw1qJf574sQJq9V65MiR4eFhoVCIDnfwqJmECekjn89HFEIIuXDhwokTJz7/+c9D6QI3BwE7lVUuhKPduXPnypUrN2zYAKaSzWZTq9V5eXl/+tOfbr311pdffnnVqlW/+c1vVqxYwWKxQM+GQC5q82AOQ1hbJpO5XC4Oh+N0Ol944QWr1XrXXXchskMu5XK5LBbLfffdR7IK2EivwQPauXNnX1/fO++8EwwGkf+Bs1pRUZGLrtnf3z87O4tCF04BHyyXy9F57PF4kLtDQPQDf844G8ySC4fDv/3tbwcGBpYvX97V1aXRaKxWK9PAo9PppqampFLpt7/97auvvvoXv/jFnj17jh8/jib7pUuX3nTTTatWrcK0R5fLBcQVfWioaKBjZP/+/XfffbfJZAKzD94LNC6k8vF4PJeRwiQukKsBk6IFgBCC0ASxGuMwysrK0EMMHAhfGUEeiCosFgtsMi6XC2Tb4/EA23C5XODYQ63wA/cNPzgcjqGhIag7ASE4f/78jh07nnjiCaPRyFhzaFtSFHXixInR0dHvfe97J06caGhoeOutt5qampxOJ0VRkOGDTu33v//9jo6O73znO88888ySJUtAgzAajUjZQUsUi8UzMzPJZBIhSCQSuf766zGQg2TlLbErLqOHzrVyeWgwB4Fj0TT95ptv9vX1PfHEE2BjMUr+oIYsQjjHPNzdu3dPTEyEQqHly5c3NjYuMpkm15JKpS6XC/pleXl5YrG4v7+/oaEBr1tjYyNeImjMyWQy9PxgXgi6XWKxGIRLoRva399fU1ODoFwqlabT6bVr10IKFO65r68Pn1xwoTCv0WhAb+7v78eg6FwS03iOMGiMttfMzEwuD40h0whBJBLJihUrUMJHZBMKhbhcbkFBQSY7eHfJkiX4E7xl6CYwm815eXlod4YMOP4cBMy8vDycfWJiAnwj5LVX5LwfuWchpyL8Igvnc7vdTz/99JNPPvnss892dnYyZNcF1wcifZL7zblc3ReLkDtynReWFDVRkuVdHz9+3GAwlJWVAV1kGNper3fHjh1+vx/Eb8x+0Gq1EEkghPj9fnSL4YAgVB8+fPjVV19VKpX33nsv8hWdTgdHzjRcQXZxx44dlZWVDQ0NWq2WpuloNApc3e/3KxQKm80mk8kOHDiwa9eurVu3rl27VigUIpxHuTcYDJ4+fbq3txf8Z4PBUFFR0d3d/Yc//KGwsPArX/nKpz/9aWTw8Xj83Llz4CguW7YMuxD3BNTuiYkJn8/3jW98Y8H7Fo1Gx8fH0+k0ZjtyOByLxdLT0/PGG2/cdNNN1157LdphuVwuk0LlegTMfOI77rjD5/Pt3LkTucjJkyePHz8ej8dra2tbWlp0Oh3qi7meu8fjOXDgwCuvvDI3N9fe3n7dddehQz2dTvf39/f09HR3d+/bty8SiTQ3N7e1tT3yyCPhcPj3v/+9yWRatWoVoissFov1wAMPnDx58sYbb2TmTua6eK/X+/zzz/f29hYWFiIKwXay2WzwbQKB4LHHHstkMiAb5tqHC/7+8OHDFy9eRM9hIBAYHx93OBwsFqulpeVrX/vasmXLvF4vmsUZnPz48eN79+4dGBiYmZlxu91SqdRkMr3wwgtoCcVh4/E4uHJLly51uVzt7e133333mjVr0Evq9/tRpwexDvsQFYrJycm8vDyYuXR2bBS6Y+fm5sRiMSgzv/3tbwsLCx988MFcSjIfN9yNwIgQAvU6s9kMU8vhcPR6vVqtnpmZefPNN4eHh1euXPm5z30ul1rnItfpcrnefffd7u7uoqKiW265xWQyMUbgkq7zkj7/yfrXXKzskDSmTje/S+UDK0NIhpA0naFpms1iR2PRnp6e22+/fdWqVc899xw+c8U0xS4jSeRjOj5urlwul8vlIChCuMfhcKD809DQAC1GkpWMJ4RAKg+2LBwO22y28fHxmZkZeGu0tWzYsIEZV4BIAgwjQojT6ZyYmLBYLO3t7Xl5eXCW86MZgHIY0gVCU3NzMxr20e+B+EkqlXZ2djY3NyeTyeeee+5Xv/rV3NycTCZraWm56667rr/+ekTrqA1DgQh6Mgi6QV8cHh7mcDhLlixpamrKdT9lMplAIJiYmDhz5szU1BSKrGaz+dprr21oaEDEzc3O7wMha8HjwBPgLqFHCITw3bt3ZzKZ+vp6o9HIAKqBQCAXTZSm6YKCgs997nOdnZ2o0Gu1WpSr1Wo1JketXr26ubl5aGhIo9EAXhYKhc3NzcXFxegWhYI6MmmIWtTV1aXTaWhDLnhe8A+AweDyAD+gP1Imk9XV1aHsDY70pe7PNWvWdHR0BIPB6enpw4cPBwIBpVJpNBo7OjqwAxEDQeiGoii/39/W1tba2nr+/PnXXnsNGuaf/vSnwepiDgu8h6bp2267DVSP5cuXazQaXB7Gq8+/VKakXV1djTHSZF41BxR6wKpnz56dnp7euHHj4vXLj3vRNI2aEYfDyc/Ph7RINBr9/ve/Pzc3h9tYVFS0bt26G264AaOFL+n4brdbJpNt2bKlo6NDIpGAVOXz+T7CiOhP1ifrw+sTD/1XfzI/3kE7SklJiVqtRv4HdSp0/qlUqrq6OsDykUgExapUKsVwp4VCIUZVwg2D3bdy5cq1a9cajcZAIMDn8xUKRTAYRIYNuymRSFQqVSqVampqAu6NMiEuhsrqoMGvFxQULF++PC8vD904kIlOJBLMzDiVSuXxeNatW6fX66PRaEVFRXNzMySgUTeCOFR+fr5UKmWKbVardWRkBNo6mAmdya0sMTk5aTKZampqDh06tHv37tnZ2fXr199xxx1tbW0M6gDbvbiHJtkOKA6Hs3r1aq/Xy2Kx0DcvkUgUCgXwXkJIJpNB19yCBwkGgwAtVCoVuulwuxgqE4fDKSsr27JlS1tbW15eHlQFQMSDtjMUHoCpxGKxwsJCk8m0bNkyeFwGYPjAcrlcAKKhGIObCQ4nm80G2IWWFSa4zr0TF1iYdwKmmEqlQis/YBg8ICo7CwE0MfRkE0JaW1slEglE0z6sRsnKSmp//vOfD4VCmBCMK8eeBFWYzvaqoW0MIRRzEKBKIBtDRCkej1ssFoFA0NHRoVQqcwEP/4SFYgFCJXT3YtbtV7/61YsXL0Krq7Gx0Wg0foShzoQQlBt4PB5mtYFidqlF6E/WJyvXupJi9/9Si6F3MQvGq6SkBEkG+D5ovqIoiuEJQyAFFhllOZCxUf2Vy+VLlizRZVdjYyNKFNPT03w+H/MZk8kk+OGgKlRUVCDtYEqhyC8ZBwN/CTILqPLoEUcijpJqOBzG8AMul9ve3t7e3o52HbQhRaNRlUrFcJjn89ogv6rRaKqrq8Gni0Qi4+PjSPo/vEpKSsBar6mp+dGPfsTj8VD4RIs5GqDh3XFtue4/AG2Mdr/++uvRRAgOKj4QjUYxpFYikeDICx4HDgZ9awgLEHjhtns8HnBAFAqFRCJBfwjuPyNSASgC8ZBcLr/uuusEAoFCoUCDey7SEERPu7q6BAIBeFgkC43i69fV1bGyw6Fz3YRFFqh2uM7S0lJQNwghIB7jzhBCcMN5PB6Xy3U4HBhRVVtbW1tbG4vFMIOIOSZDqwbRKRAI4F/RGYyNgYtn+Orw2YQQRI1k3ngrhmeAPoLm5mbw5KPR6BWEcHHNmayyCn5ms9k1NTWVlZVoeSdZQitC7Us6PirZeGvQ+463/uP5Np+s/8+tK+ahc9V1PkJd/JKOn2uBwDK/4Qc9zYx8EnqZMBmCyqqGQVGIEaZhZyfRwqMDL+VyuXl5eTfeeCMG10A0tKioKJFIgBHNZrPRlwUOHcOdge1j3DPwOsYOgjkMhyGRSCC7gb8VCAQwNIwZpWk6EAhgfDWSRWRaaEkHjwknjcViBoMBdhm8MIlEUldXt8hzQZacl5cH70gIgbAGAFXodMK+Y4L6ggeB6gUIXBihAxY0Ro/weDzQm//m88XnuVwu05OKyrRUKkXmxwhWo4EKQwJ0Oh3yXUjWMN9LIBCAhwmSNpggC54X/dD5+fnwkQggELHhGTFWG1f+EfY/GucymQzkJhCEYRgGlZ2fjaIyRJvFYrFIJELEhsueT/NhUnmGo47jg86KvBmYB5NAz39BMJMUGTbzRmDhCuHsfT5fPB5ngKV//sIrw+Fw0CWM/wVsAMItgDGgI6itXNLx0WcPwSW5XB4Oh+GqP/Iso0/WJ2v++iSH/quFfAIZAys71507b5HsbGZ0lMLuE0J8Ph/0NJDBzM+0QBmFaRAKhaDjQtgEY2QIIWh2JISAQY3A/wPHwXk5HA7ef4aMkEqlYP0REwCHZE4NHWlweuFBkeGFQiEcH9VxiqIAMkOdAwAvCtWLtJoQQmZmZpRKJUz/5OQkBoQAeGcoS4gt5nc8f3gVFhbiTxD0oBUVGhqIVGBYmXasXIfy+/3I8xAfYLoDvCaOxnR2oUMXf4Ubjik96EKG2CEa0gghCG5IdszfhxeAEyRkaFFDrxrJUgdINsH9aEJadrsd/VpwNpDkFIvF0WgUzzGTFbBj4GgEjugZYwKX+cec73FJ1knjzmDcFijN82F5BmoSiUQfaGsG7ZmiKPTbRCKRdDotFAoZAZCP8K3/8QUIB9sb7xqkhJhoEmExtugi8+ZzLbzCzLdDRP4J7euTdbnWv1wd+nLl0JeKJdJZoUSSxfRQPWX+lfENgLuRvzKwLRg36IQBDAtHixQEakF6vR5WFe2MyDMwr5cRD2LWBwj68El4+THQgrGPkDYjWWMBrhYj0YXeX+iZwHPA8QCrh/MjhMAiE0Lgn8B1QhoEnbxcfZMmkwnUOblcXlRUhIMAG/jA7WU0FHOtRCKBthDUMpGf4SbE43FQsVBhXYTwj2sGzwsRBpIboBHgyWs0GuTT+NbMOCxIqSD6gYY8knj4WnB/oCb74QV6Nih7uLe4eBR0saOwc0BDy+Wnc+1/JrMnhEAGBzV7xqMg40ebHDYPSIuEEKFQCCcE5RaSfTuY3U6yMQr2IXjs+CWDLc1/NchCkQo+g95FBHkL9tH9kxeqQni10RqOLQrVBATNzKBJhK2XdHyKojALDiN5gLFdLiP2yfpkfZJD/9ViEmiStThMgRkjJpGvMElqKBTC0Comi2U8UygUYrIWEEkApsExg+wNYRCmPRQyI7Ds6MxjlJioeRP0YGIYxBJ1PnweIDlTNQSvGNcGMS+QwHnZ0fTwQGAwkaz+Mwg16XQalHXo+eW6Y5BBRZ40v+UGZ4TgBpIzfJFcx4nFYjabrby8HBcGDwEZEMgkMQoSf0/shVuXTCZRO8D35fP5QDKRXEajUZqmBQKB0+kEw4Bpx0f7uEaj4fF4SOXxBaemppjm+w8siqIwMAdhBBhDEokEY7aZUgKKoEC//+a3mL8QKECohKHco/AJoU1wDyE/AAq6TCbDdGTmueB6WNlFsh4XEQnjUFEcYTqsyLx4F18BfHvsWKY4jWMyKAhuJvrmczXF/hMW9F4ARDMV9EgkAlE/iqLQ447v+xGuE9IIeCIAKlKpVCAQ+IQs9sm6LOuf5KE/gKctsnLV53IZ90XqeXC38XicgRmhsLPg55l68/xkGmtmZoaiKBSMCSGpVGp6ehqCedA7ZC4PATv+av7v5/+G+SWuCtcfDAYDgUBBQUE0Gg0EAlqtNlfpLpPJ6HS6+YfFlaCTGOAqU8BG2xU+zMuO7sBJmQuG2frw9VMU9feoSaA8zPw5fqlUKkGq+nBGkut58Xg8ptcFMCnK6h/oosYjYJpcF1+MZyVZ10Ky1B5CCFJbiqKgRkf+Oi9UqVRM8ZUJ2kwmU65tjC5nJNAku51QkWWOw9yr+TeWeSKLfxdUNxi2HfqYwdjH3WOGqsXj8bm5ubKyMgD+EomEz+cjgAOlEeLkyPYQ/HGys21wMczWhZ7J/MsAPwO0BlZWXhuFEtwlRHjQbsPPNE3Pnw/99y+EAgxVjcyTnGOuKhwOI/bKxQ/APoRmHBOVQi8PF8xUr7Aulb8y36kzXM7L6J4vVdfhk/WvsD5AaWKQm0U+T7LdQx/YkP/X5tCoIMKiYZIBn8/P5Z7nrw+Y4FgsxtC2rVYr2j0xr+myXKfX61UqlZB4RB8R2oIv9SWHeCSAd1xtJBIJh8NXkKTzyfqbi4FDP9xK8OEF4JohYEOcJBgMMkPDuFyuWCzm8/klJSWg+JEsdQ4/A3JnOqzIPHLD4gUIZsEfA2bAwUFRZKIxp9OJ3jaJRBKJRFCR+WiNTIg1qWwPJCoXVHZkKhPvopaR6/oZYW2EaJd96uXHvS61WvfJ+r9s/V/rofl8PvptsGDF/qYZorINx8w7DNwSnCMwlkE5uVzaZ0xvD+Qn1Wo1+mRy9d3mWqDvzo/dFq/XfrL+Rdbf2R4NTwPkGXA3IYTBSFC/AIERiTIzTQ9EBwA2Pp8PAAyDEv3N6sN8Ut786vV8Rh6AdDQXoF4O5FwkEiH0RBj6EW4OIg9EnOCWIylnNjawZUIIovAPLwapQk8BagTMa/6vvz7x0P8fX/8/DL4ZuapYnN0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=651x45 at 0x21CB0F6FFD0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "190 226\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=651x36 at 0x21CB0F6FE10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "227 279\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=651x52 at 0x21CB0FEDB70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "283 293\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=651x10 at 0x21CB0F6FFD0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_text_cut('10.jpg', 8000, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
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  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
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   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
